AI regression assurance

AI Regression Testing

Run repeatable AI agent regression tests across releases and detect behavioural, business-rule, execution and security regressions before production.

Request a working session Read the engineering docs

AI systems can regress without a traditional UI or API contract changing. Regression assurance must protect customer journeys, business invariants, agent trajectories, generated answers and security controls.

Regression around business goals

Maintain tests around important customer outcomes and constraints rather than only exact wording or fixed conversation transcripts.

Critical journeys
Business invariants
Edge and recovery paths

Detect behavioural drift

Compare semantic and deterministic outcomes while preserving the evidence needed to understand what changed.

Quality thresholds
Expected behaviour
Traceable differences

Protect execution integrity

Catch changes that cause wrong routing, missing tool calls, unauthorized mutations, loops or premature termination even when the final response appears acceptable.

Trajectory checks
Tool-call controls
Terminal-state checks

Gate releases

Use regression outcomes as governed release evidence and connect failures to the affected component and release candidate.

CI/CD integration
Release gates
Audit-ready evidence

Related Shyena capabilities

AI agent testing Vera Release evidence Autonomous testing

Frequently asked questions

What is AI regression testing?

AI regression testing repeatedly checks critical agent behaviours and outcomes after changes to models, prompts, orchestration, tools, retrieval, applications or configuration.

Can regression tests use flexible conversations?

Yes. Goal-driven scenarios can allow valid conversational variation while keeping deterministic business requirements and execution constraints explicit.

Can AI regression tests block a release?

Yes. Regression gates can be connected to release decisions when the required evidence and failure policy are defined.

See the assurance model against a real AI system.

Bring one business journey and see how Shyena maps, tests, evaluates, secures and connects the evidence to release decisions.

Request a demo