For Researchers

Stress-test hypotheses before peer review does

LLMs agree with whatever you tell them. That's not research. Crucible makes multiple models adversarially challenge your claims and classify every assertion as fact, inference, or speculation.

Hypothesis stress-testing

Crucible

Submit your hypothesis. Crucible builds the strongest case for it, the strongest case against it, and audits every factual claim for verified facts vs speculation.

Literature claims verification

Crucible

Paste a claim from a paper. The evidence auditor classifies it as verified fact, reasonable inference, opinion, or speculation — with justification.

Methodology critique

Review

Get independent reviews of your research design from multiple AI angles: statistical validity, completeness, and hidden assumptions.

Policy analysis from multiple angles

Perspectives

Get perspectives from a virtual panel — economist, ethicist, policy expert, and affected stakeholder — each sharing their unique lens.

Try it free

No sign-up required for your first 3 analyses

Ready to fire up the Crucible?

Submit your first idea. Multiple models will steelman, red-team, and stress-test it — so you know where it breaks.

Ask your first question