Deterministic Replay and Causal Attribution for Agentic Decisions

Capture full-fidelity traces, replay them identically, and quantify what changed and why — so your team can release safely and defend every decision to auditors.

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Built for regulated financial institutions

Full-stack governance for agentic workflows

Everything your MRM, governance, and compliance teams need to validate, explain, and defend agentic decisions.

Trace Capture & Replay

Record every step — data pulls, feature transforms, model calls, rule evaluations, and narrative outputs — then replay identically by version.

Causal Attribution

Isolate whether data drift, prompt changes, model updates, or policy logic drove an outcome change with step-level precision.

Counterfactual Testing

Run controlled swaps of thresholds, model versions, or data sources and quantify impact on approvals, loss proxies, and fairness metrics.

Exam-Ready Evidence

Export regulator-ready packets with lineage, versions, approvals, and adverse-action-ready rationale snapshots.

Governance Gates

Configure release conditions that must be satisfied before promotion. Enforce change-control workflows automatically.

Integration Layer

Connect to underwriting orchestration, feature stores, policy engines, case management, and MRM change-control workflows.

How It Works

Three steps from instrumentation to exam-ready evidence.

Capture

Instrument your decision pipeline with lightweight SDKs. Every step is traced with full versioning context.

Replay & Attribute

Deterministically replay traces and pinpoint which component — data, model, rule, or prompt — caused the change.

Test & Release

Run counterfactual scenarios, review impact deltas, and promote with exam-ready evidence packs.

Ready to make agentic decisions explainable and auditable?

Schedule a walkthrough with our team and see VeriReplay on your own decision pipelines.