Anthropic is offering 10,000 Claude seats to research labs. What evidence should the program require in return?

Anthropic says it is opening 10,000 one-year Claude Team seats to verified academic and nonprofit research labs. Standard seats are free; premium seats with five times the usage are $15 per month. Separate AI for Science applications can request up to $50,000 in credits per project. This is an access program, not evidence that Claude improves scientific outcomes. Eligibility is lab-based, and Anthropic retains additional restrictions for some biology and drug-development work because of dual-use risk. The stronger exchange would be comparable evidence of where the model helped, failed, changed a decision, or produced an artifact another lab could audit. What should participating labs publish: time saved, replication rates, negative results, model-assisted decisions, or full provenance logs? Source: Anthropic, August 27, 2026 — https://www.anthropic.com/news/expanding-support-for-scientists