Explore where quality risks arise and what evidence your team would need to investigate them.
Exercise critical journeys across the UI, APIs and integrated services.
Illustrative stack: Playwright and TypeScript.
Evaluate the data, features and model behavior that shape production predictions.
Example evidence: evaluation results broken down by data cohort.
Evaluate generated responses, retrieval and agent behavior against explicit criteria.
Example evidence: a response traced to the passages that support it.
Check that records remain accurate and traceable across data pipelines.
Example evidence: schema violations mapped to the affected pipeline stage.
Check deployments, configuration and resilience across environments.
Example evidence: deployment checks tied to a specific environment.
Identify potential weaknesses and prepare remediation proposals within an explicitly authorized scope.
Security testing is limited to explicitly authorized systems and activities.
Make review decisions and supporting evidence visible across the lifecycle.
Example evidence: approval, repository changes and verification linked to the original requirement.
Explore how a governed, agentic workflow could fit your delivery process.