{
  "schemaVersion": 1,
  "snapshotDate": "2026-09-16",
  "scope": "Requested 20 product categories and all 17 public portfolio entries; assignments are execution plans, not admitted jobs.",
  "runtime": {
    "cluster": "bf-benchmarks",
    "project": "blobfish-ai-429200",
    "zone": "us-central1-a",
    "namespace": "bf-benchmarks",
    "systemMachine": "e2-standard-2",
    "taskMachine": "e2-standard-4",
    "maxTaskNodes": 2,
    "minTaskNodes": 0,
    "isolation": "gVisor task pods; a bounded dedicated Job for each admitted evaluation",
    "harnesses": [
      "Harbor 0.21.0",
      "HUD 0.6.17"
    ],
    "taskCpuMax": 2,
    "taskMemoryMiBMax": 4096,
    "taskTimeoutSecMax": 900,
    "jobTimeoutSecMax": 10980,
    "cleanup": "Task pods are removed after collection; finished run Jobs expire after 600 seconds. Retain benchmark outputs, account caches and all world data."
  },
  "profiles": [
    {
      "id": "harbor",
      "name": "Harbor / CPU Linux",
      "nextAction": "Freeze the complete release, build task and verifier images, and qualify original positive and negative controls.",
      "qualifiedGeneralPurpose": true
    },
    {
      "id": "browser",
      "name": "Browser / Harbor",
      "nextAction": "Prepare the complete task roster and benchmark-specific grading; live sites and self-hosted resettable sites require different environments.",
      "qualifiedGeneralPurpose": false
    },
    {
      "id": "world",
      "name": "Multi-service world / Harbor",
      "nextAction": "Qualify each world service, MCP endpoint, evidence mount and deterministic reset with its original grader.",
      "qualifiedGeneralPurpose": false
    },
    {
      "id": "desktop",
      "name": "Desktop or emulator",
      "nextAction": "A qualified VM/emulator or grounding adapter, benchmark assets and native evaluator are required; the CPU container lane is insufficient.",
      "qualifiedGeneralPurpose": false
    },
    {
      "id": "simulation",
      "name": "Tool and conversation simulation",
      "nextAction": "Pin the simulator, policies, domain state and native evaluator; supply required service access and reset behavior.",
      "qualifiedGeneralPurpose": false
    },
    {
      "id": "retrieval",
      "name": "Retrieval and structured evaluation",
      "nextAction": "Prepare the corpus and relevance labels, embedding/search or answer adapter, and the benchmark-native scoring pipeline.",
      "qualifiedGeneralPurpose": false
    },
    {
      "id": "data",
      "name": "Data and artifact evaluation",
      "nextAction": "Prepare databases/workbooks and original grading tools; external warehouses need their benchmark-specific access.",
      "qualifiedGeneralPurpose": false
    },
    {
      "id": "document",
      "name": "Document evaluation",
      "nextAction": "Prepare source documents, parser interface and pinned text/table/layout evaluator images.",
      "qualifiedGeneralPurpose": false
    },
    {
      "id": "audio",
      "name": "Speech input/output",
      "nextAction": "Qualify an ASR or TTS endpoint, source audio and native scoring; reference-speaker and language conditions must be preserved.",
      "qualifiedGeneralPurpose": false
    },
    {
      "id": "voice",
      "name": "Streaming voice simulation",
      "nextAction": "Qualify streaming audio, interruption timing, tool/user simulation and separate task, ASR and TTS scores.",
      "qualifiedGeneralPurpose": false
    },
    {
      "id": "generation",
      "name": "Media generation and scoring",
      "nextAction": "Qualify image/video generation and benchmark-native evaluator images; GPU requirements need a separately bounded execution profile.",
      "qualifiedGeneralPurpose": false
    },
    {
      "id": "multimodal",
      "name": "Image and video understanding",
      "nextAction": "Prepare licensed media, modality-capable model input and benchmark-native scoring with the original sampling protocol.",
      "qualifiedGeneralPurpose": false
    }
  ],
  "categories": [
    {
      "id": "browser",
      "name": "Browser agents",
      "objective": "Successful completion of natural-language browser tasks.",
      "profile": "browser",
      "profileName": "Browser / Harbor",
      "nextAction": "Prepare the complete task roster and benchmark-specific grading; live sites and self-hosted resettable sites require different environments.",
      "benchmarks": [
        {
          "id": "webvoyager",
          "name": "WebVoyager",
          "href": "/leaderboard/webvoyager",
          "sourceUrl": "https://github.com/MinorJerry/WebVoyager",
          "requirements": "Browser agent with live-web access and recorded trajectories.",
          "companies": [
            {
              "name": "Browser Use",
              "url": "https://browser-use.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Browserbase / Stagehand",
              "url": "https://www.browserbase.com/blog/introducing-the-stagehand-api",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Firecrawl",
              "url": "https://www.firecrawl.dev/",
              "fit": "Composite system"
            },
            {
              "name": "Microsoft Playwright",
              "url": "https://playwright.dev/",
              "fit": "Composite system"
            },
            {
              "name": "Skyvern",
              "url": "https://www.skyvern.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Steel",
              "url": "https://steel.dev/",
              "fit": "Composite system"
            },
            {
              "name": "TinyFish",
              "url": "https://docs.tinyfish.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "pilot-published",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "browser"
        },
        {
          "id": "online-mind2web",
          "name": "Online-Mind2Web",
          "href": "/leaderboard/online-mind2web",
          "sourceUrl": "https://github.com/OSU-NLP-Group/Online-Mind2Web",
          "requirements": "Live browser, action/screenshot trace and dated task snapshot.",
          "companies": [
            {
              "name": "Browser Use",
              "url": "https://browser-use.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Browserbase / Stagehand",
              "url": "https://www.browserbase.com/blog/introducing-the-stagehand-api",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Firecrawl",
              "url": "https://www.firecrawl.dev/",
              "fit": "Composite system"
            },
            {
              "name": "Microsoft Playwright",
              "url": "https://playwright.dev/",
              "fit": "Composite system"
            },
            {
              "name": "Skyvern",
              "url": "https://www.skyvern.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Steel",
              "url": "https://steel.dev/",
              "fit": "Composite system"
            },
            {
              "name": "TinyFish",
              "url": "https://docs.tinyfish.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "pilot-published",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "browser"
        },
        {
          "id": "webarena",
          "name": "WebArena",
          "href": "/leaderboard/webarena",
          "sourceUrl": "https://github.com/web-arena-x/webarena",
          "requirements": "Self-hosted sites plus BrowserGym or original harness.",
          "companies": [
            {
              "name": "Automation Anywhere",
              "url": "https://www.automationanywhere.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Browser Use",
              "url": "https://browser-use.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Browserbase / Stagehand",
              "url": "https://www.browserbase.com/blog/introducing-the-stagehand-api",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Firecrawl",
              "url": "https://www.firecrawl.dev/",
              "fit": "Composite system"
            },
            {
              "name": "Microsoft Playwright",
              "url": "https://playwright.dev/",
              "fit": "Composite system"
            },
            {
              "name": "Skyvern",
              "url": "https://www.skyvern.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Steel",
              "url": "https://steel.dev/",
              "fit": "Composite system"
            },
            {
              "name": "TinyFish",
              "url": "https://docs.tinyfish.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "UiPath",
              "url": "https://www.uipath.com/",
              "fit": "Product-specific adapter / qualified access"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "browser"
        }
      ]
    },
    {
      "id": "desktop-mobile",
      "name": "Desktop and mobile agents",
      "objective": "Application control, visual grounding and verified changes to application state.",
      "profile": "desktop",
      "profileName": "Desktop or emulator",
      "nextAction": "A qualified VM/emulator or grounding adapter, benchmark assets and native evaluator are required; the CPU container lane is insufficient.",
      "benchmarks": [
        {
          "id": "osworld-verified",
          "name": "OSWorld-Verified",
          "href": "/leaderboard/osworld-verified",
          "sourceUrl": "https://github.com/xlang-ai/OSWorld",
          "requirements": "Desktop VM, screenshot/input adapter and pinned OS image.",
          "companies": [
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Automation Anywhere",
              "url": "https://www.automationanywhere.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "UiPath",
              "url": "https://www.uipath.com/",
              "fit": "Product-specific adapter / qualified access"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "desktop"
        },
        {
          "id": "osworld-2-0",
          "name": "OSWorld 2.0",
          "href": "/leaderboard/osworld-2-0",
          "sourceUrl": "https://github.com/xlang-ai/OSWorld-V2",
          "requirements": "Desktop runtime and release-matched gated assets.",
          "companies": [
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Automation Anywhere",
              "url": "https://www.automationanywhere.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "UiPath",
              "url": "https://www.uipath.com/",
              "fit": "Product-specific adapter / qualified access"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "desktop"
        },
        {
          "id": "screenspot-pro",
          "name": "ScreenSpot-Pro",
          "href": "/leaderboard/screenspot-pro",
          "sourceUrl": "https://huggingface.co/datasets/likaixin/ScreenSpot-Pro",
          "requirements": "Model returning screen coordinates for image and instruction.",
          "companies": [
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Automation Anywhere",
              "url": "https://www.automationanywhere.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "UiPath",
              "url": "https://www.uipath.com/",
              "fit": "Product-specific adapter / qualified access"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "desktop"
        },
        {
          "id": "androidworld",
          "name": "AndroidWorld",
          "href": "/leaderboard/androidworld",
          "sourceUrl": "https://github.com/google-research/android_world",
          "requirements": "Android emulator, supported apps and action adapter.",
          "companies": [
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Samsung",
              "url": "https://www.samsung.com/ae/news/local/galaxy-ai-expands-multi-agent-ecosystem-to-give-users-more-choice-and-flexibility/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "UiPath",
              "url": "https://www.uipath.com/",
              "fit": "Product-specific adapter / qualified access"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "desktop"
        }
      ]
    },
    {
      "id": "coding",
      "name": "Coding agents",
      "objective": "Issue resolution, executable terminal work, regressions, time and cost.",
      "profile": "harbor",
      "profileName": "Harbor / CPU Linux",
      "nextAction": "Freeze the complete release, build task and verifier images, and qualify original positive and negative controls.",
      "benchmarks": [
        {
          "id": "swe-bench-verified",
          "name": "SWE-bench Verified",
          "href": "/leaderboard/swe-bench-verified",
          "sourceUrl": "https://huggingface.co/datasets/SWE-bench/SWE-bench_Verified",
          "requirements": "Repository-editing agent and isolated executable tests.",
          "companies": [
            {
              "name": "All Hands / OpenHands",
              "url": "https://www.all-hands.dev/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Augment Code",
              "url": "https://www.augmentcode.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cline",
              "url": "https://cline.bot/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cognition / Devin",
              "url": "https://cognition.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cursor",
              "url": "https://cursor.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Factory",
              "url": "https://docs.factory.ai/cli/getting-started/overview",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "GitHub Copilot",
              "url": "https://github.com/features/copilot",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "JetBrains",
              "url": "https://www.jetbrains.com/junie/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Replit",
              "url": "https://replit.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "harbor"
        },
        {
          "id": "swe-bench-pro",
          "name": "SWE-bench Pro",
          "href": "/leaderboard/swe-bench-pro",
          "sourceUrl": "https://github.com/scaleapi/SWE-bench_Pro-os",
          "requirements": "Repository agent and Pro-specific environments/tests.",
          "companies": [
            {
              "name": "All Hands / OpenHands",
              "url": "https://www.all-hands.dev/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Augment Code",
              "url": "https://www.augmentcode.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cline",
              "url": "https://cline.bot/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cognition / Devin",
              "url": "https://cognition.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cursor",
              "url": "https://cursor.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Factory",
              "url": "https://docs.factory.ai/cli/getting-started/overview",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "GitHub Copilot",
              "url": "https://github.com/features/copilot",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "JetBrains",
              "url": "https://www.jetbrains.com/junie/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Replit",
              "url": "https://replit.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Sourcegraph",
              "url": "https://sourcegraph.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "harbor"
        },
        {
          "id": "terminal-bench-2-1",
          "name": "Terminal-Bench 2.1",
          "href": "/leaderboard/terminal-bench-2-1",
          "sourceUrl": "https://www.tbench.ai/news/terminal-bench-2-1",
          "requirements": "Containerized command-line agent, Harbor and fixed resource budgets.",
          "companies": [
            {
              "name": "All Hands / OpenHands",
              "url": "https://www.all-hands.dev/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Augment Code",
              "url": "https://www.augmentcode.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cline",
              "url": "https://cline.bot/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cognition / Devin",
              "url": "https://cognition.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cursor",
              "url": "https://cursor.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Factory",
              "url": "https://docs.factory.ai/cli/getting-started/overview",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "GitHub Copilot",
              "url": "https://github.com/features/copilot",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "JetBrains",
              "url": "https://www.jetbrains.com/junie/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Replit",
              "url": "https://replit.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "harbor"
        },
        {
          "id": "terminal-bench-4-0",
          "name": "Terminal-Bench 4.0",
          "href": "/leaderboard/terminal-bench-4-0",
          "sourceUrl": "https://www.tbench.ai/news/terminal-bench-4-0",
          "requirements": "Harbor terminal agent; some tasks need GPUs or multiple containers.",
          "companies": [
            {
              "name": "All Hands / OpenHands",
              "url": "https://www.all-hands.dev/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Augment Code",
              "url": "https://www.augmentcode.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cline",
              "url": "https://cline.bot/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cognition / Devin",
              "url": "https://cognition.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cursor",
              "url": "https://cursor.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Factory",
              "url": "https://docs.factory.ai/cli/getting-started/overview",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "GitHub Copilot",
              "url": "https://github.com/features/copilot",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "JetBrains",
              "url": "https://www.jetbrains.com/junie/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Replit",
              "url": "https://replit.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "harbor"
        }
      ]
    },
    {
      "id": "customer-service",
      "name": "Customer-service agents",
      "objective": "Correct actions, policy adherence, completion and repeated-conversation consistency.",
      "profile": "simulation",
      "profileName": "Tool and conversation simulation",
      "nextAction": "Pin the simulator, policies, domain state and native evaluator; supply required service access and reset behavior.",
      "benchmarks": [
        {
          "id": "bench-bench",
          "name": "τ-bench / τ²-bench",
          "href": "/leaderboard/bench-bench",
          "sourceUrl": "https://arxiv.org/abs/2506.07982",
          "requirements": "Agent linked to benchmark tools and a fixed user simulator.",
          "companies": [
            {
              "name": "Ada",
              "url": "https://docs.ada.cx/docs/welcome",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Decagon",
              "url": "https://decagon.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Forethought",
              "url": "https://forethought.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Intercom",
              "url": "https://www.intercom.com/fin",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Salesforce",
              "url": "https://www.salesforce.com/agentforce/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "ServiceNow",
              "url": "https://www.servicenow.com/products/ai-agents.html",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Sierra",
              "url": "https://sierra.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Zendesk",
              "url": "https://developer.zendesk.com/documentation/ai-agents/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
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          "executionProfile": "simulation"
        },
        {
          "id": "bench-text-and-knowledge",
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          "href": "/leaderboard/bench-text-and-knowledge",
          "sourceUrl": "https://github.com/sierra-research/tau2-bench",
          "requirements": "Tool adapter plus user simulation; retrieval setup for knowledge tasks.",
          "companies": [
            {
              "name": "Ada",
              "url": "https://docs.ada.cx/docs/welcome",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Decagon",
              "url": "https://decagon.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Forethought",
              "url": "https://forethought.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "HubSpot",
              "url": "https://knowledge.hubspot.com/ai/understand-breeze",
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            },
            {
              "name": "Intercom",
              "url": "https://www.intercom.com/fin",
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            },
            {
              "name": "Salesforce",
              "url": "https://www.salesforce.com/agentforce/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "ServiceNow",
              "url": "https://www.servicenow.com/products/ai-agents.html",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Sierra",
              "url": "https://sierra.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Zendesk",
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              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
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        {
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          "href": "/leaderboard/berkeley-function-calling-leaderboard-bfcl",
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          "companies": [
            {
              "name": "Alibaba Qwen",
              "url": "https://qwen.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cohere",
              "url": "https://cohere.com/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "Composio",
              "url": "https://composio.dev/",
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            },
            {
              "name": "DeepSeek",
              "url": "https://www.deepseek.com/",
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            },
            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Meta",
              "url": "https://ai.meta.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "MiniMax",
              "url": "https://www.minimax.io/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Mistral",
              "url": "https://mistral.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Salesforce",
              "url": "https://www.salesforce.com/agentforce/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Z.ai",
              "url": "https://z.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Zapier",
              "url": "https://zapier.com/agents",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "n8n",
              "url": "https://n8n.io/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "xAI",
              "url": "https://x.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
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          "executionProfile": "simulation"
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      ]
    },
    {
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          "companies": [
            {
              "name": "Decagon",
              "url": "https://decagon.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Gumloop",
              "url": "https://www.gumloop.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "HubSpot",
              "url": "https://knowledge.hubspot.com/ai/understand-breeze",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Lindy",
              "url": "https://www.lindy.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Salesforce",
              "url": "https://www.salesforce.com/agentforce/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Sierra",
              "url": "https://sierra.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
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        {
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          "companies": [
            {
              "name": "Ada",
              "url": "https://docs.ada.cx/docs/welcome",
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            },
            {
              "name": "Decagon",
              "url": "https://decagon.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Forethought",
              "url": "https://forethought.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "HubSpot",
              "url": "https://knowledge.hubspot.com/ai/understand-breeze",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Intercom",
              "url": "https://www.intercom.com/fin",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Salesforce",
              "url": "https://www.salesforce.com/agentforce/",
              "fit": "Product-specific adapter / qualified access"
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            {
              "name": "ServiceNow",
              "url": "https://www.servicenow.com/products/ai-agents.html",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Sierra",
              "url": "https://sierra.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Zendesk",
              "url": "https://developer.zendesk.com/documentation/ai-agents/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
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      ]
    },
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          "companies": [
            {
              "name": "Automation Anywhere",
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            {
              "name": "Browser Use",
              "url": "https://browser-use.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Browserbase / Stagehand",
              "url": "https://www.browserbase.com/blog/introducing-the-stagehand-api",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "ServiceNow",
              "url": "https://www.servicenow.com/products/ai-agents.html",
              "fit": "Product-specific adapter / qualified access"
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            {
              "name": "Skyvern",
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            },
            {
              "name": "UiPath",
              "url": "https://www.uipath.com/",
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          ],
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        {
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          "companies": [
            {
              "name": "Composio",
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            {
              "name": "Gumloop",
              "url": "https://www.gumloop.com/",
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            },
            {
              "name": "Lindy",
              "url": "https://www.lindy.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
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              "fit": "Product-specific adapter / qualified access"
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            {
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              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "n8n",
              "url": "https://n8n.io/",
              "fit": "Capability-aligned; adapter/access to qualify"
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          ],
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        {
          "id": "theagentcompany",
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          "sourceUrl": "https://github.com/TheAgentCompany/TheAgentCompany",
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          "companies": [
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              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
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            },
            {
              "name": "Automation Anywhere",
              "url": "https://www.automationanywhere.com/",
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            {
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            },
            {
              "name": "Gumloop",
              "url": "https://www.gumloop.com/",
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            },
            {
              "name": "Lindy",
              "url": "https://www.lindy.ai/",
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            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Salesforce",
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            {
              "name": "ServiceNow",
              "url": "https://www.servicenow.com/products/ai-agents.html",
              "fit": "Product-specific adapter / qualified access"
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            {
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            {
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              "url": "https://writer.com/",
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            },
            {
              "name": "Zapier",
              "url": "https://zapier.com/agents",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "n8n",
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              "fit": "Capability-aligned; adapter/access to qualify"
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          ],
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      ]
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          "companies": [
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Exa",
              "url": "https://exa.ai/",
              "fit": "Research endpoint or composite system"
            },
            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
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              "fit": "Capability-aligned; adapter/access to qualify"
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            {
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              "fit": "Research endpoint or composite system"
            },
            {
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            },
            {
              "name": "Tavily",
              "url": "https://www.tavily.com/",
              "fit": "Research endpoint or composite system"
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            {
              "name": "Writer",
              "url": "https://writer.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "You.com",
              "url": "https://you.com/",
              "fit": "Research endpoint or composite system"
            },
            {
              "name": "Firecrawl",
              "url": "https://www.firecrawl.dev/",
              "fit": "Conditional on qualifying the research-preview Agent as an answer-producing system; raw scraping alone does not qualify."
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          ],
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          "gkeTarget": "bf-benchmarks",
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        {
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          "companies": [
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              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
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            },
            {
              "name": "Exa",
              "url": "https://exa.ai/",
              "fit": "Research endpoint or composite system"
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            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
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            {
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            {
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              "fit": "Research endpoint or composite system"
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            {
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              "fit": "Research endpoint or composite system"
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            {
              "name": "Writer",
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              "fit": "Research endpoint or composite system"
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        {
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          "companies": [
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              "name": "AlphaSense",
              "url": "https://www.alpha-sense.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Consensus",
              "url": "https://consensus.app/",
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            {
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              "url": "https://elicit.com/",
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            {
              "name": "Exa",
              "url": "https://exa.ai/",
              "fit": "Research endpoint or composite system"
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            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
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            {
              "name": "Hebbia",
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              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Parallel",
              "url": "https://parallel.ai/",
              "fit": "Research endpoint or composite system"
            },
            {
              "name": "Perplexity",
              "url": "https://www.perplexity.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
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            {
              "name": "Tavily",
              "url": "https://www.tavily.com/",
              "fit": "Research endpoint or composite system"
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            {
              "name": "Writer",
              "url": "https://writer.com/",
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            {
              "name": "You.com",
              "url": "https://you.com/",
              "fit": "Research endpoint or composite system"
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        {
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          "sourceUrl": "https://github.com/OSU-NLP-Group/Mind2Web-2",
          "requirements": "Research agent and the benchmark judge workflow.",
          "companies": [
            {
              "name": "Consensus",
              "url": "https://consensus.app/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Elicit",
              "url": "https://elicit.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Exa",
              "url": "https://exa.ai/",
              "fit": "Research endpoint or composite system"
            },
            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Parallel",
              "url": "https://parallel.ai/",
              "fit": "Research endpoint or composite system"
            },
            {
              "name": "Perplexity",
              "url": "https://www.perplexity.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Tavily",
              "url": "https://www.tavily.com/",
              "fit": "Research endpoint or composite system"
            },
            {
              "name": "Writer",
              "url": "https://writer.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "You.com",
              "url": "https://you.com/",
              "fit": "Research endpoint or composite system"
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          ],
          "status": "qualification-required",
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          "gkeTarget": "bf-benchmarks",
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      ]
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    {
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      "profile": "retrieval",
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      "nextAction": "Prepare the corpus and relevance labels, embedding/search or answer adapter, and the benchmark-native scoring pipeline.",
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          "sourceUrl": "https://github.com/embeddings-benchmark/mteb",
          "requirements": "Embedding/reranking endpoint through the selected MTEB task collection.",
          "companies": [
            {
              "name": "Alibaba Qwen",
              "url": "https://qwen.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cohere",
              "url": "https://cohere.com/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "Jina AI",
              "url": "https://jina.ai/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "Mistral",
              "url": "https://mistral.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "NVIDIA",
              "url": "https://www.nvidia.com/en-us/industries/robotics/",
              "fit": "Research / simulator adaptation"
            },
            {
              "name": "Voyage AI",
              "url": "https://www.voyageai.com/",
              "fit": "Direct component API + selected system adapters"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "retrieval"
        },
        {
          "id": "beir",
          "name": "BEIR",
          "href": "/leaderboard/beir",
          "sourceUrl": "https://github.com/beir-cellar/beir",
          "requirements": "Search/index pipeline with fixed corpus, chunking and embeddings.",
          "companies": [
            {
              "name": "Cohere",
              "url": "https://cohere.com/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Jina AI",
              "url": "https://jina.ai/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "Pinecone",
              "url": "https://www.pinecone.io/",
              "fit": "Composite system"
            },
            {
              "name": "Qdrant",
              "url": "https://qdrant.tech/",
              "fit": "Composite system"
            },
            {
              "name": "Vectara",
              "url": "https://www.vectara.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Voyage AI",
              "url": "https://www.voyageai.com/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "Weaviate",
              "url": "https://weaviate.io/",
              "fit": "Composite system"
            },
            {
              "name": "Zilliz",
              "url": "https://zilliz.com/",
              "fit": "Composite system"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "retrieval"
        },
        {
          "id": "bright",
          "name": "BRIGHT",
          "href": "/leaderboard/bright",
          "sourceUrl": "https://huggingface.co/datasets/mteb/BRIGHT",
          "requirements": "Retrieval/reranker or agentic retrieval system.",
          "companies": [
            {
              "name": "Cohere",
              "url": "https://cohere.com/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "Exa",
              "url": "https://exa.ai/",
              "fit": "Research endpoint or composite system"
            },
            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Jina AI",
              "url": "https://jina.ai/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "Pinecone",
              "url": "https://www.pinecone.io/",
              "fit": "Composite system"
            },
            {
              "name": "Vectara",
              "url": "https://www.vectara.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Voyage AI",
              "url": "https://www.voyageai.com/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "Weaviate",
              "url": "https://weaviate.io/",
              "fit": "Composite system"
            },
            {
              "name": "Qdrant",
              "url": "https://qdrant.tech/",
              "fit": "A configured retrieval pipeline must use the original corpus, exclusions and evaluator; disclose embeddings and any query reasoning."
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "retrieval"
        }
      ]
    },
    {
      "id": "sql",
      "name": "SQL and business-analysis agents",
      "objective": "SQL execution correctness and multi-step business-analysis accuracy.",
      "profile": "data",
      "profileName": "Data and artifact evaluation",
      "nextAction": "Prepare databases/workbooks and original grading tools; external warehouses need their benchmark-specific access.",
      "benchmarks": [
        {
          "id": "bird",
          "name": "BIRD",
          "href": "/leaderboard/bird",
          "sourceUrl": "https://bird-bench.github.io/",
          "requirements": "SQL generation, database access and query runner.",
          "companies": [
            {
              "name": "Databricks",
              "url": "https://www.databricks.com/product/business-intelligence/ai-bi-genie",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Hex",
              "url": "https://hex.tech/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Julius AI",
              "url": "https://julius.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "MotherDuck",
              "url": "https://motherduck.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Sigma",
              "url": "https://www.sigmacomputing.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Snowflake",
              "url": "https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-analyst",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "ThoughtSpot",
              "url": "https://www.thoughtspot.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "data"
        },
        {
          "id": "spider-2-0",
          "name": "Spider 2.0",
          "href": "/leaderboard/spider-2-0",
          "sourceUrl": "https://github.com/xlang-ai/Spider2",
          "requirements": "Warehouse or local database environment; some tracks require external accounts.",
          "companies": [
            {
              "name": "Databricks",
              "url": "https://www.databricks.com/product/business-intelligence/ai-bi-genie",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Hex",
              "url": "https://hex.tech/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Julius AI",
              "url": "https://julius.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "MotherDuck",
              "url": "https://motherduck.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Sigma",
              "url": "https://www.sigmacomputing.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Snowflake",
              "url": "https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-analyst",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "ThoughtSpot",
              "url": "https://www.thoughtspot.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "dbt Labs",
              "url": "https://www.getdbt.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "data"
        },
        {
          "id": "dabstep",
          "name": "DABstep",
          "href": "/leaderboard/dabstep",
          "sourceUrl": "https://huggingface.co/datasets/adyen/DABstep",
          "requirements": "Data agent with Python/shell and benchmark files.",
          "companies": [
            {
              "name": "Databricks",
              "url": "https://www.databricks.com/product/business-intelligence/ai-bi-genie",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Hebbia",
              "url": "https://www.hebbia.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Hex",
              "url": "https://hex.tech/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Julius AI",
              "url": "https://julius.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "MotherDuck",
              "url": "https://motherduck.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Rogo",
              "url": "https://www.rogo.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Sigma",
              "url": "https://www.sigmacomputing.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Snowflake",
              "url": "https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-analyst",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "ThoughtSpot",
              "url": "https://www.thoughtspot.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "data"
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      ]
    },
    {
      "id": "spreadsheets",
      "name": "Spreadsheet agents",
      "objective": "Correct workbook artifacts, formulas and graded formatting.",
      "profile": "data",
      "profileName": "Data and artifact evaluation",
      "nextAction": "Prepare databases/workbooks and original grading tools; external warehouses need their benchmark-specific access.",
      "benchmarks": [
        {
          "id": "spreadsheetbench-verified",
          "name": "SpreadsheetBench / Verified",
          "href": "/leaderboard/spreadsheetbench-verified",
          "sourceUrl": "https://github.com/RUCKBReasoning/SpreadsheetBench",
          "requirements": "Agent capable of editing spreadsheet files.",
          "companies": [
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Hebbia",
              "url": "https://www.hebbia.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Julius AI",
              "url": "https://julius.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Microsoft Copilot",
              "url": "https://www.microsoft.com/en-us/microsoft-365-copilot",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Rogo",
              "url": "https://www.rogo.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Shortcut",
              "url": "https://shortcut.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Hex",
              "url": "https://hex.tech/",
              "fit": "Conditional on a configured workflow accepting the required workbook and producing the native graded spreadsheet output."
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "data"
        },
        {
          "id": "apex-agents-1-1",
          "name": "APEX-Agents 1.1",
          "href": "/leaderboard/apex-agents-1-1",
          "sourceUrl": "https://hub.harborframework.com/datasets/mercor/apex-agents-1-1",
          "requirements": "File and application tools plus the published rubric evaluator.",
          "companies": [
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Harvey",
              "url": "https://www.harvey.ai/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Hebbia",
              "url": "https://www.hebbia.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Legora",
              "url": "https://legora.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Microsoft Copilot",
              "url": "https://www.microsoft.com/en-us/microsoft-365-copilot",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Rogo",
              "url": "https://www.rogo.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Writer",
              "url": "https://writer.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "data"
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      ]
    },
    {
      "id": "documents",
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      "objective": "Text, tables, reading order, formulas, fields and supporting evidence.",
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      "profileName": "Document evaluation",
      "nextAction": "Prepare source documents, parser interface and pinned text/table/layout evaluator images.",
      "benchmarks": [
        {
          "id": "omnidocbench",
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          "href": "/leaderboard/omnidocbench",
          "sourceUrl": "https://github.com/opendatalab/OmniDocBench",
          "requirements": "Document-to-structured-text/Markdown adapter.",
          "companies": [
            {
              "name": "ABBYY",
              "url": "https://www.abbyy.com/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Extend",
              "url": "https://www.extend.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Instabase",
              "url": "https://instabase.com/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "LlamaIndex",
              "url": "https://www.llamaindex.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Mistral",
              "url": "https://mistral.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Reducto",
              "url": "https://reducto.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Rossum",
              "url": "https://rossum.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Unstructured",
              "url": "https://unstructured.io/",
              "fit": "Direct document API after output mapping"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "document"
        },
        {
          "id": "olmocr-bench",
          "name": "olmOCR-bench",
          "href": "/leaderboard/olmocr-bench",
          "sourceUrl": "https://huggingface.co/datasets/allenai/olmOCR-bench",
          "requirements": "Document parser producing normalized Markdown.",
          "companies": [
            {
              "name": "ABBYY",
              "url": "https://www.abbyy.com/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Extend",
              "url": "https://www.extend.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Instabase",
              "url": "https://instabase.com/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "LlamaIndex",
              "url": "https://www.llamaindex.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Mistral",
              "url": "https://mistral.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Reducto",
              "url": "https://reducto.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Rossum",
              "url": "https://rossum.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Unstructured",
              "url": "https://unstructured.io/",
              "fit": "Direct document API after output mapping"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "document"
        },
        {
          "id": "parsebench",
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          "href": "/leaderboard/parsebench",
          "sourceUrl": "https://huggingface.co/datasets/llamaindex/ParseBench",
          "requirements": "Document parser with the required output representations.",
          "companies": [
            {
              "name": "ABBYY",
              "url": "https://www.abbyy.com/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Extend",
              "url": "https://www.extend.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Instabase",
              "url": "https://instabase.com/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "LlamaIndex",
              "url": "https://www.llamaindex.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Mistral",
              "url": "https://mistral.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Reducto",
              "url": "https://reducto.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Rossum",
              "url": "https://rossum.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Unstructured",
              "url": "https://unstructured.io/",
              "fit": "Direct document API after output mapping"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "document"
        },
        {
          "id": "extractbench",
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          "href": "/leaderboard/extractbench",
          "sourceUrl": "https://huggingface.co/datasets/llamaindex/ExtractBench",
          "requirements": "Structured extraction API returning schema-valid JSON and evidence.",
          "companies": [
            {
              "name": "ABBYY",
              "url": "https://www.abbyy.com/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Extend",
              "url": "https://www.extend.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Instabase",
              "url": "https://instabase.com/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "LlamaIndex",
              "url": "https://www.llamaindex.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Mistral",
              "url": "https://mistral.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Reducto",
              "url": "https://reducto.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Rossum",
              "url": "https://rossum.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Unstructured",
              "url": "https://unstructured.io/",
              "fit": "Direct document API after output mapping"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "document"
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      ]
    },
    {
      "id": "legal",
      "name": "Legal research and contracts",
      "objective": "Reasoning, evidence retrieval, clause extraction and interpretation.",
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      "profileName": "Retrieval and structured evaluation",
      "nextAction": "Prepare the corpus and relevance labels, embedding/search or answer adapter, and the benchmark-native scoring pipeline.",
      "benchmarks": [
        {
          "id": "legalbench",
          "name": "LegalBench",
          "href": "/leaderboard/legalbench",
          "sourceUrl": "https://github.com/HazyResearch/legalbench",
          "requirements": "Text model or appropriately configured legal assistant.",
          "companies": [
            {
              "name": "Harvey",
              "url": "https://www.harvey.ai/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Ironclad",
              "url": "https://ironcladapp.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Legora",
              "url": "https://legora.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "LexisNexis",
              "url": "https://www.lexisnexis.com/en-us/products/lexis-plus-ai.page",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Luminance",
              "url": "https://www.luminance.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Thomson Reuters CoCounsel",
              "url": "https://legal.thomsonreuters.com/en/products/cocounsel",
              "fit": "Product-specific adapter / qualified access"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "retrieval"
        },
        {
          "id": "legalbench-rag",
          "name": "LegalBench-RAG",
          "href": "/leaderboard/legalbench-rag",
          "sourceUrl": "https://github.com/zeroentropy-ai/legalbenchrag",
          "requirements": "Retrieval pipeline over the provided legal corpus.",
          "companies": [
            {
              "name": "Cohere",
              "url": "https://cohere.com/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Harvey",
              "url": "https://www.harvey.ai/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Hebbia",
              "url": "https://www.hebbia.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Ironclad",
              "url": "https://ironcladapp.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Legora",
              "url": "https://legora.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "LexisNexis",
              "url": "https://www.lexisnexis.com/en-us/products/lexis-plus-ai.page",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Luminance",
              "url": "https://www.luminance.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Thomson Reuters CoCounsel",
              "url": "https://legal.thomsonreuters.com/en/products/cocounsel",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Voyage AI",
              "url": "https://www.voyageai.com/",
              "fit": "Direct component API + selected system adapters"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "retrieval"
        },
        {
          "id": "cuad",
          "name": "CUAD",
          "href": "/leaderboard/cuad",
          "sourceUrl": "https://www.atticusprojectai.org/cuad",
          "requirements": "Contract extraction pipeline.",
          "companies": [
            {
              "name": "Harvey",
              "url": "https://www.harvey.ai/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Instabase",
              "url": "https://instabase.com/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Ironclad",
              "url": "https://ironcladapp.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Legora",
              "url": "https://legora.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "LexisNexis",
              "url": "https://www.lexisnexis.com/en-us/products/lexis-plus-ai.page",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Luminance",
              "url": "https://www.luminance.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Reducto",
              "url": "https://reducto.ai/",
              "fit": "Direct document API after output mapping"
            },
            {
              "name": "Thomson Reuters CoCounsel",
              "url": "https://legal.thomsonreuters.com/en/products/cocounsel",
              "fit": "Product-specific adapter / qualified access"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "retrieval"
        },
        {
          "id": "contractnli",
          "name": "ContractNLI",
          "href": "/leaderboard/contractnli",
          "sourceUrl": "https://stanfordnlp.github.io/contract-nli/",
          "requirements": "Contract text plus hypothesis; model outputs labels and evidence.",
          "companies": [
            {
              "name": "Harvey",
              "url": "https://www.harvey.ai/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Ironclad",
              "url": "https://ironcladapp.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Legora",
              "url": "https://legora.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "LexisNexis",
              "url": "https://www.lexisnexis.com/en-us/products/lexis-plus-ai.page",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Luminance",
              "url": "https://www.luminance.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Thomson Reuters CoCounsel",
              "url": "https://legal.thomsonreuters.com/en/products/cocounsel",
              "fit": "Product-specific adapter / qualified access"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "retrieval"
        }
      ]
    },
    {
      "id": "finance",
      "name": "Financial research",
      "objective": "Evidence-backed answers, numerical reasoning and professional deliverables.",
      "profile": "data",
      "profileName": "Data and artifact evaluation",
      "nextAction": "Prepare databases/workbooks and original grading tools; external warehouses need their benchmark-specific access.",
      "benchmarks": [
        {
          "id": "financebench",
          "name": "FinanceBench",
          "href": "/leaderboard/financebench",
          "sourceUrl": "https://github.com/patronus-ai/financebench",
          "requirements": "Document retrieval and financial QA pipeline.",
          "companies": [
            {
              "name": "AlphaSense",
              "url": "https://www.alpha-sense.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Hebbia",
              "url": "https://www.hebbia.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Rogo",
              "url": "https://www.rogo.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Thomson Reuters CoCounsel",
              "url": "https://legal.thomsonreuters.com/en/products/cocounsel",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Writer",
              "url": "https://writer.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "data"
        },
        {
          "id": "finqa-convfinqa",
          "name": "FinQA / ConvFinQA",
          "href": "/leaderboard/finqa-convfinqa",
          "sourceUrl": "https://github.com/czyssrs/FinQA",
          "requirements": "Financial reasoning model with calculator/code tools where allowed.",
          "companies": [
            {
              "name": "AlphaSense",
              "url": "https://www.alpha-sense.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Databricks",
              "url": "https://www.databricks.com/product/business-intelligence/ai-bi-genie",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Hebbia",
              "url": "https://www.hebbia.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Rogo",
              "url": "https://www.rogo.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Snowflake",
              "url": "https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-analyst",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "data"
        },
        {
          "id": "apex-agents-1-1",
          "name": "APEX-Agents 1.1",
          "href": "/leaderboard/apex-agents-1-1",
          "sourceUrl": "https://hub.harborframework.com/datasets/mercor/apex-agents-1-1",
          "requirements": "File and application tools plus the published rubric evaluator.",
          "companies": [
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Harvey",
              "url": "https://www.harvey.ai/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Hebbia",
              "url": "https://www.hebbia.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Legora",
              "url": "https://legora.com/",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "Microsoft Copilot",
              "url": "https://www.microsoft.com/en-us/microsoft-365-copilot",
              "fit": "Product-specific adapter / qualified access"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Rogo",
              "url": "https://www.rogo.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Writer",
              "url": "https://writer.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "data"
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      ]
    },
    {
      "id": "asr",
      "name": "Speech recognition",
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      "profile": "audio",
      "profileName": "Speech input/output",
      "nextAction": "Qualify an ASR or TTS endpoint, source audio and native scoring; reference-speaker and language conditions must be preserved.",
      "benchmarks": [
        {
          "id": "open-asr-leaderboard-esb",
          "name": "Open ASR Leaderboard / ESB",
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          "sourceUrl": "https://huggingface.co/blog/open-asr-leaderboard",
          "requirements": "Speech-to-text API or local model.",
          "companies": [
            {
              "name": "AssemblyAI",
              "url": "https://www.assemblyai.com/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Cartesia",
              "url": "https://docs.cartesia.ai/api-reference/voices/clone",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Deepgram",
              "url": "https://developers.deepgram.com/docs/tts-models",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "ElevenLabs",
              "url": "https://elevenlabs.io/docs/eleven-api/concepts/voice-cloning",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Gladia",
              "url": "https://www.gladia.io/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Rev",
              "url": "https://www.rev.com/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Soniox",
              "url": "https://soniox.com/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Speechmatics",
              "url": "https://www.speechmatics.com/",
              "fit": "Direct ASR API"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "audio"
        },
        {
          "id": "fleurs",
          "name": "FLEURS",
          "href": "/leaderboard/fleurs",
          "sourceUrl": "https://huggingface.co/datasets/google/fleurs",
          "requirements": "ASR or speech system supporting the evaluated languages.",
          "companies": [
            {
              "name": "AssemblyAI",
              "url": "https://www.assemblyai.com/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Cartesia",
              "url": "https://docs.cartesia.ai/api-reference/voices/clone",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Deepgram",
              "url": "https://developers.deepgram.com/docs/tts-models",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "ElevenLabs",
              "url": "https://elevenlabs.io/docs/eleven-api/concepts/voice-cloning",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Gladia",
              "url": "https://www.gladia.io/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Meta",
              "url": "https://ai.meta.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Rev",
              "url": "https://www.rev.com/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Soniox",
              "url": "https://soniox.com/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Speechmatics",
              "url": "https://www.speechmatics.com/",
              "fit": "Direct ASR API"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "audio"
        },
        {
          "id": "earnings-22",
          "name": "Earnings-22",
          "href": "/leaderboard/earnings-22",
          "sourceUrl": "https://github.com/revdotcom/speech-datasets/tree/main/earnings22",
          "requirements": "ASR system handling long audio.",
          "companies": [
            {
              "name": "AlphaSense",
              "url": "https://www.alpha-sense.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "AssemblyAI",
              "url": "https://www.assemblyai.com/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Cartesia",
              "url": "https://docs.cartesia.ai/api-reference/voices/clone",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Deepgram",
              "url": "https://developers.deepgram.com/docs/tts-models",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Fireflies",
              "url": "https://fireflies.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Gladia",
              "url": "https://www.gladia.io/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Otter",
              "url": "https://otter.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Rev",
              "url": "https://www.rev.com/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Soniox",
              "url": "https://soniox.com/",
              "fit": "Direct ASR API"
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            {
              "name": "Speechmatics",
              "url": "https://www.speechmatics.com/",
              "fit": "Direct ASR API"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "audio"
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        {
          "id": "ami-meeting-corpus",
          "name": "AMI meeting corpus",
          "href": "/leaderboard/ami-meeting-corpus",
          "sourceUrl": "https://groups.inf.ed.ac.uk/ami/corpus/",
          "requirements": "Meeting transcription and speaker-diarization pipeline.",
          "companies": [
            {
              "name": "AssemblyAI",
              "url": "https://www.assemblyai.com/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Deepgram",
              "url": "https://developers.deepgram.com/docs/tts-models",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Fireflies",
              "url": "https://fireflies.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Gladia",
              "url": "https://www.gladia.io/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Otter",
              "url": "https://otter.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Rev",
              "url": "https://www.rev.com/",
              "fit": "Direct ASR API"
            },
            {
              "name": "Speechmatics",
              "url": "https://www.speechmatics.com/",
              "fit": "Direct ASR API"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "audio"
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      ]
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    {
      "id": "tts",
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      "profile": "audio",
      "profileName": "Speech input/output",
      "nextAction": "Qualify an ASR or TTS endpoint, source audio and native scoring; reference-speaker and language conditions must be preserved.",
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          "id": "seed-tts-eval",
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          "href": "/leaderboard/seed-tts-eval",
          "sourceUrl": "https://github.com/BytedanceSpeech/seed-tts-eval",
          "requirements": "Reference-conditioned TTS API; generate WAV/audio for the prescribed text.",
          "companies": [
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              "name": "Cartesia",
              "url": "https://docs.cartesia.ai/api-reference/voices/clone",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "ElevenLabs",
              "url": "https://elevenlabs.io/docs/eleven-api/concepts/voice-cloning",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Fish Audio",
              "url": "https://docs.fish.audio/api-reference/sdk/python/resources",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "HeyGen",
              "url": "https://www.heygen.com/tool/ai-voice-cloning",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Murf AI",
              "url": "https://murf.ai/api/docs/api-reference/voice-cloning/create",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Resemble AI",
              "url": "https://www.resemble.ai/",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Speechify",
              "url": "https://docs.speechify.ai/tts/guides/voice-cloning",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Synthesia",
              "url": "https://docs.synthesia.io/docs/custom-voices",
              "fit": "TTS API; full cloning protocol conditional"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "audio"
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      ]
    },
    {
      "id": "voice",
      "name": "Conversational voice agents",
      "objective": "Spoken task completion, tool use, interruptions and response latency.",
      "profile": "voice",
      "profileName": "Streaming voice simulation",
      "nextAction": "Qualify streaming audio, interruption timing, tool/user simulation and separate task, ASR and TTS scores.",
      "benchmarks": [
        {
          "id": "voice-full-duplex-voice",
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          "href": "/leaderboard/voice-full-duplex-voice",
          "sourceUrl": "https://arxiv.org/abs/2603.13686",
          "requirements": "Native real-time audio adapter and benchmark tool/user simulation.",
          "companies": [
            {
              "name": "Bland AI",
              "url": "https://www.bland.ai/",
              "fit": "Full voice-stack adapter"
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            {
              "name": "Cartesia",
              "url": "https://docs.cartesia.ai/api-reference/voices/clone",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Cresta",
              "url": "https://cresta.com/",
              "fit": "Full voice-stack adapter"
            },
            {
              "name": "Decagon",
              "url": "https://decagon.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Deepgram",
              "url": "https://developers.deepgram.com/docs/tts-models",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "ElevenLabs",
              "url": "https://elevenlabs.io/docs/eleven-api/concepts/voice-cloning",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Hume AI",
              "url": "https://www.hume.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Parloa",
              "url": "https://www.parloa.com/",
              "fit": "Full voice-stack adapter"
            },
            {
              "name": "PolyAI",
              "url": "https://poly.ai/",
              "fit": "Full voice-stack adapter"
            },
            {
              "name": "Retell AI",
              "url": "https://www.retellai.com/",
              "fit": "Full voice-stack adapter"
            },
            {
              "name": "Sierra",
              "url": "https://sierra.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Vapi",
              "url": "https://vapi.ai/",
              "fit": "Full voice-stack adapter"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "voice"
        },
        {
          "id": "voicebench",
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          "href": "/leaderboard/voicebench",
          "sourceUrl": "https://github.com/MatthewCYM/VoiceBench",
          "requirements": "Voice assistant with audio input and benchmark-compatible answers.",
          "companies": [
            {
              "name": "Bland AI",
              "url": "https://www.bland.ai/",
              "fit": "Full voice-stack adapter"
            },
            {
              "name": "Cartesia",
              "url": "https://docs.cartesia.ai/api-reference/voices/clone",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Cresta",
              "url": "https://cresta.com/",
              "fit": "Full voice-stack adapter"
            },
            {
              "name": "Deepgram",
              "url": "https://developers.deepgram.com/docs/tts-models",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "ElevenLabs",
              "url": "https://elevenlabs.io/docs/eleven-api/concepts/voice-cloning",
              "fit": "TTS API; full cloning protocol conditional"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Hume AI",
              "url": "https://www.hume.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Parloa",
              "url": "https://www.parloa.com/",
              "fit": "Full voice-stack adapter"
            },
            {
              "name": "PolyAI",
              "url": "https://poly.ai/",
              "fit": "Full voice-stack adapter"
            },
            {
              "name": "Retell AI",
              "url": "https://www.retellai.com/",
              "fit": "Full voice-stack adapter"
            },
            {
              "name": "Vapi",
              "url": "https://vapi.ai/",
              "fit": "Full voice-stack adapter"
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          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "voice"
        }
      ]
    },
    {
      "id": "images",
      "name": "Image generation",
      "objective": "Prompt adherence, counts, attributes and spatial relationships.",
      "profile": "generation",
      "profileName": "Media generation and scoring",
      "nextAction": "Qualify image/video generation and benchmark-native evaluator images; GPU requirements need a separately bounded execution profile.",
      "benchmarks": [
        {
          "id": "geneval",
          "name": "GenEval",
          "href": "/leaderboard/geneval",
          "sourceUrl": "https://github.com/djghosh13/geneval",
          "requirements": "Image generation API with fixed prompts, seeds and sample counts.",
          "companies": [
            {
              "name": "Adobe",
              "url": "https://www.adobe.com/products/firefly.html",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Black Forest Labs",
              "url": "https://bfl.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Canva",
              "url": "https://www.canva.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Ideogram",
              "url": "https://ideogram.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Midjourney",
              "url": "https://www.midjourney.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Stability AI",
              "url": "https://stability.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "generation"
        },
        {
          "id": "dpg-bench",
          "name": "DPG-Bench",
          "href": "/leaderboard/dpg-bench",
          "sourceUrl": "https://github.com/TencentQQGYLab/ELLA",
          "requirements": "Image generator and fixed vision-language evaluator.",
          "companies": [
            {
              "name": "Adobe",
              "url": "https://www.adobe.com/products/firefly.html",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Black Forest Labs",
              "url": "https://bfl.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Canva",
              "url": "https://www.canva.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Ideogram",
              "url": "https://ideogram.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Midjourney",
              "url": "https://www.midjourney.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Stability AI",
              "url": "https://stability.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "generation"
        },
        {
          "id": "t2i-compbench-t2i-compbench",
          "name": "T2I-CompBench / T2I-CompBench++",
          "href": "/leaderboard/t2i-compbench-t2i-compbench",
          "sourceUrl": "https://github.com/Karine-Huang/T2I-CompBench",
          "requirements": "Text-to-image generator and published evaluators.",
          "companies": [
            {
              "name": "Adobe",
              "url": "https://www.adobe.com/products/firefly.html",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Black Forest Labs",
              "url": "https://bfl.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Canva",
              "url": "https://www.canva.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Ideogram",
              "url": "https://ideogram.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Midjourney",
              "url": "https://www.midjourney.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Stability AI",
              "url": "https://stability.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "generation"
        }
      ]
    },
    {
      "id": "video",
      "name": "Video generation",
      "objective": "Temporal consistency, quality, motion and prompt alignment.",
      "profile": "generation",
      "profileName": "Media generation and scoring",
      "nextAction": "Qualify image/video generation and benchmark-native evaluator images; GPU requirements need a separately bounded execution profile.",
      "benchmarks": [
        {
          "id": "vbench-vbench-2-0",
          "name": "VBench / VBench 2.0",
          "href": "/leaderboard/vbench-vbench-2-0",
          "sourceUrl": "https://github.com/Vchitect/VBench",
          "requirements": "Video model with matched prompts, duration and resolution.",
          "companies": [
            {
              "name": "Adobe",
              "url": "https://www.adobe.com/products/firefly.html",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Kling",
              "url": "https://klingai.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Luma",
              "url": "https://lumalabs.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "MiniMax",
              "url": "https://www.minimax.io/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Pika",
              "url": "https://pika.art/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Runway",
              "url": "https://runwayml.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "generation"
        }
      ]
    },
    {
      "id": "multimodal",
      "name": "Multimodal understanding",
      "objective": "Reasoning and understanding over images and video.",
      "profile": "multimodal",
      "profileName": "Image and video understanding",
      "nextAction": "Prepare licensed media, modality-capable model input and benchmark-native scoring with the original sampling protocol.",
      "benchmarks": [
        {
          "id": "mmmu-pro",
          "name": "MMMU-Pro",
          "href": "/leaderboard/mmmu-pro",
          "sourceUrl": "https://huggingface.co/datasets/MMMU/MMMU_Pro",
          "requirements": "Vision-language model.",
          "companies": [
            {
              "name": "Alibaba Qwen",
              "url": "https://qwen.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cohere",
              "url": "https://cohere.com/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "DeepSeek",
              "url": "https://www.deepseek.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Meta",
              "url": "https://ai.meta.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "MiniMax",
              "url": "https://www.minimax.io/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Mistral",
              "url": "https://mistral.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Twelve Labs",
              "url": "https://www.twelvelabs.io/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Z.ai",
              "url": "https://z.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "xAI",
              "url": "https://x.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "multimodal"
        },
        {
          "id": "mathvista",
          "name": "MathVista",
          "href": "/leaderboard/mathvista",
          "sourceUrl": "https://huggingface.co/datasets/AI4Math/MathVista",
          "requirements": "Image-and-text reasoning model.",
          "companies": [
            {
              "name": "Alibaba Qwen",
              "url": "https://qwen.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Cohere",
              "url": "https://cohere.com/",
              "fit": "Direct component API + selected system adapters"
            },
            {
              "name": "DeepSeek",
              "url": "https://www.deepseek.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Hebbia",
              "url": "https://www.hebbia.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Meta",
              "url": "https://ai.meta.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "MiniMax",
              "url": "https://www.minimax.io/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Mistral",
              "url": "https://mistral.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Rogo",
              "url": "https://www.rogo.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Z.ai",
              "url": "https://z.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "xAI",
              "url": "https://x.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "multimodal"
        },
        {
          "id": "video-mme-video-mme-v2",
          "name": "Video-MME / Video-MME v2",
          "href": "/leaderboard/video-mme-video-mme-v2",
          "sourceUrl": "https://huggingface.co/datasets/MME-Benchmarks/Video-MME-v2",
          "requirements": "Video model with declared frame sampling, audio and subtitle access.",
          "companies": [
            {
              "name": "Alibaba Qwen",
              "url": "https://qwen.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Google DeepMind",
              "url": "https://deepmind.google/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Meta",
              "url": "https://ai.meta.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Runway",
              "url": "https://runwayml.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Twelve Labs",
              "url": "https://www.twelvelabs.io/",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "multimodal"
        }
      ]
    },
    {
      "id": "security",
      "name": "Agent security",
      "objective": "Prompt-injection resistance while preserving legitimate task success.",
      "profile": "simulation",
      "profileName": "Tool and conversation simulation",
      "nextAction": "Pin the simulator, policies, domain state and native evaluator; supply required service access and reset behavior.",
      "benchmarks": [
        {
          "id": "agentdojo",
          "name": "AgentDojo",
          "href": "/leaderboard/agentdojo",
          "sourceUrl": "https://github.com/ethz-spylab/agentdojo",
          "requirements": "Agent + defensive product in the same benchmark workflow.",
          "companies": [
            {
              "name": "Anthropic",
              "url": "https://www.anthropic.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Browser Use",
              "url": "https://browser-use.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Glean",
              "url": "https://www.glean.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "HiddenLayer",
              "url": "https://hiddenlayer.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Lakera",
              "url": "https://www.lakera.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "OpenAI",
              "url": "https://openai.com/index/browsecomp/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Prompt Security",
              "url": "https://www.prompt.security/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Protect AI",
              "url": "https://protectai.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Salesforce",
              "url": "https://www.salesforce.com/agentforce/",
              "fit": "Product-specific adapter / qualified access"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "simulation"
        },
        {
          "id": "injecagent",
          "name": "InjecAgent",
          "href": "/leaderboard/injecagent",
          "sourceUrl": "https://github.com/uiuc-kang-lab/InjecAgent",
          "requirements": "Tool-integrated model/agent adapter.",
          "companies": [
            {
              "name": "Composio",
              "url": "https://composio.dev/",
              "fit": "Composite system"
            },
            {
              "name": "HiddenLayer",
              "url": "https://hiddenlayer.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Lakera",
              "url": "https://www.lakera.ai/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Prompt Security",
              "url": "https://www.prompt.security/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Protect AI",
              "url": "https://protectai.com/",
              "fit": "Capability-aligned; adapter/access to qualify"
            },
            {
              "name": "Zapier",
              "url": "https://zapier.com/agents",
              "fit": "Capability-aligned; adapter/access to qualify"
            }
          ],
          "status": "qualification-required",
          "fullRun": false,
          "gkeTarget": "bf-benchmarks",
          "executionProfile": "simulation"
        }
      ]
    }
  ],
  "portfolio": [
    {
      "id": "counselbench-100",
      "name": "CounselBench-100",
      "href": "/benchmarks/counselbench-100",
      "sourceUrl": "https://github.com/blobfishai/legal-agent-simulation/tree/master/benchmark/counselbench100",
      "kind": "Original benchmark",
      "tasks": 100,
      "upstreamTasks": null,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "Prepare the exact complete published release, immutable images and original verifier; qualify world services, MCP tools, evidence mounts and native task timeouts.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "awaiting-first-model-run"
    },
    {
      "id": "salesbench-100",
      "name": "SalesBench-100",
      "href": "/benchmarks/salesbench-100",
      "sourceUrl": "https://github.com/blobfishai/sales-agent-simulation",
      "kind": "Original benchmark",
      "tasks": 100,
      "upstreamTasks": null,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "Prepare the exact complete published release, immutable images and original verifier; qualify world services, MCP tools, evidence mounts and native task timeouts.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "awaiting-first-model-run"
    },
    {
      "id": "devopsbench-100",
      "name": "DevOpsBench-100",
      "href": "/benchmarks/devopsbench-100",
      "sourceUrl": "https://github.com/blobfishai/software-devops",
      "kind": "Original benchmark",
      "tasks": 100,
      "upstreamTasks": null,
      "profile": "world",
      "status": "full-package-registered",
      "blocker": "All 100 original tasks and immutable runtime images are registered. Complete model attempts and grading remain required; earlier ten-task controls and pilots retain their original scope.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "awaiting-first-model-run"
    },
    {
      "id": "ledgerbench-100",
      "name": "LedgerBench-100",
      "href": "/benchmarks/ledgerbench-100",
      "sourceUrl": "https://github.com/blobfishai/finance-world",
      "kind": "Original benchmark",
      "tasks": 100,
      "upstreamTasks": null,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "Prepare the exact complete published release, immutable images and original verifier; qualify world services, MCP tools, evidence mounts and native task timeouts.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "awaiting-first-model-run"
    },
    {
      "id": "factorybench-100",
      "name": "FactoryBench-100",
      "href": "/benchmarks/factorybench-100",
      "sourceUrl": "https://github.com/blobfishai/factory-agent-simulation",
      "kind": "Original benchmark",
      "tasks": 100,
      "upstreamTasks": null,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "Prepare the exact complete published release, immutable images and original verifier; qualify world services, MCP tools, evidence mounts and native task timeouts.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "published"
    },
    {
      "id": "semikongbench-100",
      "name": "SemiKongBench-100",
      "href": "/benchmarks/semikongbench-100",
      "sourceUrl": "https://github.com/blobfishai/semiconductor-agent-simulation",
      "kind": "Original benchmark",
      "tasks": 100,
      "upstreamTasks": null,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "Prepare the exact complete published release, immutable images and original verifier; qualify world services, MCP tools, evidence mounts and native task timeouts.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "awaiting-first-model-run"
    },
    {
      "id": "dealbench-100",
      "name": "DealBench-100",
      "href": "/benchmarks/dealbench-100",
      "sourceUrl": "https://github.com/blobfishai/blobfishai/tree/main/benchmark/dealbench100",
      "kind": "Original benchmark",
      "tasks": 100,
      "upstreamTasks": null,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "Prepare the exact complete published release, immutable images and original verifier; qualify world services, MCP tools, evidence mounts and native task timeouts.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "awaiting-first-model-run"
    },
    {
      "id": "erpbench-100",
      "name": "ERPBench-100",
      "href": "/benchmarks/erpbench-100",
      "sourceUrl": "https://github.com/blobfishai/erp-agent-simulation/tree/main/benchmark/erpbench100",
      "kind": "Original benchmark",
      "tasks": 100,
      "upstreamTasks": null,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "Prepare the exact complete published release, immutable images and original verifier; qualify world services, MCP tools, evidence mounts and native task timeouts.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "awaiting-first-model-run"
    },
    {
      "id": "arc-crm-6",
      "name": "Arc CRM 6",
      "href": "/benchmarks/arc-crm-6",
      "sourceUrl": "https://github.com/blobfishai/arc-crm-agent-simulation/tree/090d4028e485d21190588006645a13e125aef130",
      "kind": "Original benchmark",
      "tasks": 6,
      "upstreamTasks": null,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "Prepare the exact complete published release, immutable images and original verifier; qualify world services, MCP tools, evidence mounts and native task timeouts.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "awaiting-first-model-run"
    },
    {
      "id": "filingbench-50",
      "name": "FilingBench-50",
      "href": "/benchmarks/filingbench-50",
      "sourceUrl": "https://github.com/vals-ai/finance-agent",
      "kind": "Companion world",
      "tasks": 4,
      "upstreamTasks": 50,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "The four-task companion world needs its own prepared GKE package and verifier qualification. Its upstream benchmark remains a separate run.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "baseline-evidence-live"
    },
    {
      "id": "servicebench-375",
      "name": "ServiceBench-375",
      "href": "/benchmarks/servicebench-375",
      "sourceUrl": "https://github.com/sierra-research/tau2-bench",
      "kind": "Companion world",
      "tasks": 4,
      "upstreamTasks": 375,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "The four-task companion world needs its own prepared GKE package and verifier qualification. Its upstream benchmark remains a separate run.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "baseline-evidence-live"
    },
    {
      "id": "discoverybench-102",
      "name": "DiscoveryBench-102",
      "href": "/benchmarks/discoverybench-102",
      "sourceUrl": "https://github.com/OSU-NLP-Group/ScienceAgentBench",
      "kind": "Companion world",
      "tasks": 4,
      "upstreamTasks": 102,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "The four-task companion world needs its own prepared GKE package and verifier qualification. Its upstream benchmark remains a separate run.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "baseline-evidence-live"
    },
    {
      "id": "defensebench-100",
      "name": "DefenseBench-100",
      "href": "/benchmarks/defensebench-100",
      "sourceUrl": "https://hub.harborframework.com/datasets/polyvorlabs/cyberdefense-bench",
      "kind": "Companion world",
      "tasks": 4,
      "upstreamTasks": 100,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "The four-task companion world needs its own prepared GKE package and verifier qualification. Its upstream benchmark remains a separate run.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "baseline-evidence-live"
    },
    {
      "id": "opsbench-14",
      "name": "OpsBench-14",
      "href": "/benchmarks/opsbench-14",
      "sourceUrl": "https://github.com/devrev/enterprise-bench",
      "kind": "Companion world",
      "tasks": 4,
      "upstreamTasks": 14,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "The four-task companion world needs its own prepared GKE package and verifier qualification. Its upstream benchmark remains a separate run.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "baseline-evidence-live"
    },
    {
      "id": "repobench-500",
      "name": "RepoBench-500",
      "href": "/benchmarks/repobench-500",
      "sourceUrl": "https://github.com/SWE-bench/SWE-bench",
      "kind": "Companion world",
      "tasks": 4,
      "upstreamTasks": 500,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "The four-task companion world needs its own prepared GKE package and verifier qualification. Its upstream benchmark remains a separate run.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "baseline-evidence-live"
    },
    {
      "id": "northstar-composite",
      "name": "Northstar Composite Ops",
      "href": "/w/frontier-lab-composite-ops-v1",
      "sourceUrl": "https://github.com/blobfishai/blobfishai/tree/main/demo/frontier-lab-composite-world",
      "kind": "World proof",
      "tasks": 100,
      "upstreamTasks": null,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "Full 100-task native Harbor adapter merged in #4592. All original local controls pass; the prepared image still requires live GKE qualification and a complete measured model run. The separate customer release keeps its own identity.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "world-proof"
    },
    {
      "id": "hubbench",
      "name": "HubBench",
      "href": "/benchmarks/hubbench",
      "sourceUrl": "https://github.com/blobfishai/blobfishai/tree/main/benchmark/hubbench",
      "kind": "13-family suite",
      "tasks": 104,
      "upstreamTasks": null,
      "profile": "world",
      "status": "qualification-required",
      "blocker": "Qualify the complete 104-task release, multiple MCP endpoints, named internal networks and original 1,200-second task budgets.",
      "gkeTarget": "bf-benchmarks",
      "fullRun": false,
      "existingEvidence": "oracle-controls"
    }
  ]
}
