Customer service and tool use / Benchmark leaderboard

Toolathlon-Verified

108 verified long-horizon tasks across real software tool environments.

No published company result yet.

This benchmark is in the research directory. Its task package, adapter and grading protocol need qualification before a hosted run can be offered.

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What this benchmark measures

Metrics

Task-specific outcome verification.

Execution requirements

Release-specific tools, apps and agent adapter.

Scope and limitations

Gated dataset and environment dependencies require setup; evaluate the verified task release, not an arbitrary older copy.

Evaluation availability

Catalog entry. Request a managed evaluation to qualify your agent interface and the benchmark’s native grading requirements.

Sources and company fit

Companies whose products may fit

Research recommendations based on product capabilities. These companies have not necessarily run this benchmark or integrated with Blobfish.

Compatibility notes for each company

Composio: Composite system

Glean: Capability-aligned; adapter/access to qualify

Gumloop: Capability-aligned; adapter/access to qualify

Lindy: Capability-aligned; adapter/access to qualify

Salesforce: Product-specific adapter / qualified access

Zapier: Capability-aligned; adapter/access to qualify

n8n: Capability-aligned; adapter/access to qualify