The evidence layer is part of CAUM Live.
This page explains the evidence boundary inside CAUM Live. CAUM sits beside AI agents and turns runs into private-content-safe receipts: structural health, loops, review boundaries, policy effectiveness, token exposure, and cost exposure without reading raw prompts, code, files, or customer payloads.
Tracing shows what happened. CAUM shows whether work stayed structurally healthy.
Agent teams are starting to collect traces by default. The missing layer is evidence: did the run keep converting into progress, where did it become reviewable, and did the policy you added actually reduce structural exposure?
Evidence receipts
Each run gets a structural receipt with hashed identifiers, health tier, review boundary, trace quality, and exposure fields.
Policy effectiveness
Compare customer-marked before/after cohorts to see whether retry ceilings, handoff limits, or exit contracts reduced reviewable exposure.
Governance readiness
Map structural evidence to logging, human review, and post-deployment monitoring workflows without presenting CAUM as a legal certificate.
The layer that goes between agents and accountability.
CAUM does not replace LangSmith, Langfuse, OpenTelemetry, logs, or your agent framework. CAUM consumes structural telemetry from those systems and returns evidence that a buyer, operator, or reviewer can understand without reading private content.
What the Live evidence packet contains
The output is intentionally narrow. CAUM gives teams enough structural evidence to review agent operations, improve policies, and support governance conversations without exposing sensitive content.
| Evidence area | CAUM output | Boundary |
|---|---|---|
| Structural loggingRun-level record of event classes, counters, hash ids, profiles, tiers, and review signals. | Evidence receipt | No raw prompt, code, file, document, or customer payload required. |
| Human review readinessPassive review boundaries, hard alerts, review-only tiers, and policy triggers. | Review pack | CAUM recommends review; it does not decide or block. |
| Post-deployment monitoringLoops, stagnation, exact cycles, work conversion, token exposure, and cost exposure over time. | Live monitoring | Observed exposure, not a realized financial reduction claim. |
| Policy effectivenessBefore/after comparison after the customer applies a policy to the workflow. | Policy ledger | Observed structural delta, not ROI proof or compliance certification. |
Evidence belongs inside the Live workflow.
Use one CAUM Receipt when you have a single trace. Use CAUM Live when the same workflow repeats and needs structural receipts, review boundaries, and policy comparison while it runs.