Academic + industry research labs

Research agents with provenance

Problem

Funders demand audit trails for AI-driven research. Agents that scrape sources without provenance fail compliance review.

Solution

Every handoff is logged with operator identity, timestamp, source domain, and action. Exportable as SOC 2 / GDPR-formatted JSONL for grant audits.

Why it matters

Audit-ready export in 30 seconds, no manual log assembly

Related use cases

Early access

Get the playbook for this workflow

12-page PDF: every interruption type, mitigation strategy, and code sample. Plus early access.

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