Now in public beta

Evaluate AI Research Agents with DREAM Metrics

The first commercial platform for benchmarking agentic reasoning quality. Score depth, reasoning, evidence, accuracy, and multi-step performance before deploying to production.

DREAM Score — AutoResearch v2.188.6
Depth
92
Reasoning
87
Evidence
94
Accuracy
89
Multi-step
81

Trusted by AI teams at

AnthropicOpenAICohereDeepMindMistralHugging Face

Everything you need to evaluate research agents

Built for AI teams who ship agents to production.

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DREAM Metric Scoring

Five-axis evaluation covering Depth, Reasoning, Evidence, Accuracy, and Multi-step performance.

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Side-by-Side Comparison

Compare multiple agents head-to-head across every metric dimension.

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Reasoning Trace Viz

Visual step-by-step breakdown of how your agent arrived at each conclusion.

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Benchmark Reports

Export production-ready PDF/JSON evaluation reports for stakeholders.

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API-First Design

Integrate evaluations into your CI/CD pipeline with our REST API.

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Custom Metric Weighting

Adjust scoring weights to match your specific use case priorities.

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Get a comprehensive DREAM evaluation report in under 24 hours.

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