Evidence-to-engagement loop
One continuous piece of work. No context dropped between steps.
Sense what changed, investigate in a durable scope, compare with deterministic tools, review the evidence posture, and engage with an artifact that keeps its trail.
Sense what changed—and what is fresh enough to trust.
Approved discovery, source state, period, and freshness expose the signal. Private uploads enter the same custody and legal pipeline.
Investigate inside a durable research workspace.
Freeze the ordered cohort, approved metrics, one fixed period, an explicit currency basis, group-consolidated scope, and evidence policy in an immutable revision. Reported basis requires one common currency; a mixed-currency cohort requires frozen, cited USD-equivalent FX. Every research run binds that exact revision.
Compare without quiet assumptions.
Deterministic tools own the arithmetic. Native evidence tables keep bank, period, unit, source, and citation beside every comparable fact.
Review blockers before they become output risk.
Conflicts, missing citations, source state, and approval posture stay visible. Valued-but-uncited rows fail closed.
Engage with the evidence still attached.
Turn approved analysis into a briefing, workbook, deck, or reproducibility package from one governed export manifest.