You have source documents, trace ids, media evidence, or policy snapshots that reviewers ask for later.
Pilot
Test rawctx with one workflow.
Bring one AI workflow. We will record the answer evidence path and test whether it improves review completeness across model runs.
Good pilot fits
Bring one workflow where evidence already gets reconstructed later.
rawctx is strongest when review evidence already lives across tickets, traces, files, and model logs.
Your team is building an AI analyst, copilot, internal agent, or analytics workflow that needs reviewable evidence.
Subscription billing, revenue operations, customer support, ecommerce, finance, healthcare, and product analytics are all strong starting points.