Defend a denial
A customer disputes a denied claim. You pull the decision: the agent that handled it, the policy applied, the data considered, the outcome. The defense writes itself.
Explainability (XAI)
Every decision, with its receipt.
Identity, context, rule, outcome — captured for every action your cognitive layer takes. Reviewable by humans. Replayable by engineers. Defendable in audit.
What it is
When something matters — a refund, a routing decision, an access grant — you need to be able to say not just what happened, but who decided, with what context, applying which rule, and what changed as a result.
Explainability captures that chain for every decision. It is not a feature you turn on; it is the default. Every workflow run, every agent action, every human approval gets the same audit-grade record.
When a regulator asks, you don’t reconstruct. You query.
What you get
- Identity attribution — who or what decided
- Context capture — what was known at the time
- Rule applied — which knowledge or policy
- Outcome and change — what shifted in the world
What this looks like in practice
Prove consistency
Compliance asks for evidence that the same policy was applied to 800 cases, with the same outcome, over six months. You show it.
Debug a drifting agent
An engineer replays the agent’s last fifty decisions with their original context and sees exactly where it started to drift.