Search and deep research / Benchmark leaderboard

DeepResearchBench

Long-form research report generation on 100 research tasks.

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

RACE report-quality and FACT citation/factuality evaluations.

Execution requirements

Research system returning reports and citations; fixed judge pipeline.

Scope and limitations

The official evaluator changed in 2026. Pin judge and reference reports; results under different judges are not interchangeable.

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

AlphaSense: Capability-aligned; adapter/access to qualify

Consensus: Capability-aligned; adapter/access to qualify

Elicit: Capability-aligned; adapter/access to qualify

Exa: Research endpoint or composite system

Glean: Capability-aligned; adapter/access to qualify

Hebbia: Capability-aligned; adapter/access to qualify

Parallel: Research endpoint or composite system

Perplexity: Capability-aligned; adapter/access to qualify

Tavily: Research endpoint or composite system

Writer: Capability-aligned; adapter/access to qualify

You.com: Research endpoint or composite system