AI Insight analyzes real user sessions, maps every flow, finds the gaps, and generates production-ready test cases automatically. No prompts. No manual design. From URL to test cases in under 10 minutes.










AI Insights & Analytics is a ContextQA capability that turns real user-session data into automated test cases. From a single application URL it maps the flows your users actually take, compares them to your existing tests, detects coverage gaps, and auto-generates the missing cases, in under 10 minutes, with no prompts and no manual test design.
Manual test design covers the paths you imagined. Real users take paths you never wrote down, and that is exactly where defects hide.
Suites are written from specs and personas, a snapshot of how the team thinks the product is used.
AI Insight learns from the sessions users actually run, so coverage tracks reality instead of assumptions.
One input starts the whole pipeline. Every step after the URL is automated.
Point AI Insight at your live application. That is the only input it needs.
It studies anonymized user-interaction patterns across real traffic.
Sessions become a map of the journeys users actually complete.
Mapped flows are compared with your existing tests to find what is missing.
Production-ready cases are auto-generated for every uncovered flow.
Most test generation starts from what someone describes or records. AI Insight starts from what every user actually did.
You describe a flow and a model writes a test for it. Coverage is only as good as the prompt, it never sees the paths you forgot to mention.
Assumption-drivenRecorders replay the single journey someone clicked through. Useful, but it covers one path per recording and breaks when the UI shifts.
One path at a timeAI Insight models how all users move through your app, prioritizes by real usage, and generates the cases you are missing, automatically.
Behavior-drivenFour capabilities that replace hours of manual analysis and test design.
Every real session becomes a clear map of the journeys users complete, ranked by how many people take them.
See web automationEach uncovered flow becomes a production-ready test case, written and structured for you, no manual authoring.
Export as codeAI Insight compares mapped flows to your suite and highlights exactly which real journeys have no test behind them.
Pair with root-cause analysisRun AI Insight on a schedule and it keeps finding new flows, surfacing fresh gaps and generating tests as your product evolves.
Run it in CI/CDStop hand-writing edge cases. Get a prioritized backlog of real, missing tests and spend your time on the hard ones.
Ship with confidence that the flows users depend on are covered, before the release, not after the incident.
See real coverage against real usage, and know exactly where the risk sits across every release.
New traffic reveals how people really use the product. AI Insight turns that first wave of sessions into coverage fast.
Validate that the flows users actually rely on are covered, so the riskiest paths are tested before you ship.
Inherited an app with thin coverage? Point AI Insight at the URL and build a real suite from how it is used today.
As behavior shifts, scheduled runs keep finding new flows and generating the tests to match, no babysitting.
CI/CD, project management, cloud platforms, AI agents, ContextQA connects to the tools you already use.
See AI Insight map your real user flows and generate the tests you're missing, in minutes, not months.
What you test
Catch hallucinations and drift before users do
SAP, Oracle, Workday & custom ERP
Browser automation across every engine
Native iOS and Android coverage
REST and GraphQL validation
CRM workflow automation
Enterprise application coverage
See what a code change breaks before merge
How you test
Plan, track, and manage every test
Tests repair themselves as code shifts
Pinpoint why a test broke, instantly
Catch unintended UI change
Load and stress at scale
Always-on across every release
Platform & AI
Parallel cloud grid, every browser and device
One prompt drives 50 testing tools
Test assets and code export
Real user intelligence and analytics
Connect Jenkins, Jira, CI/CD
IBM, Coforge, Red Hat
Analyze End-To-End Tests
Platform & AI
Not three tools.
Specialized testing
Data validation and integrity
Vulnerability detection
Speed and WCAG compliance
Inbox and workflow validation
By industry
Sector-specific testing
Prioritize by impact
Test voicebots and IVR
Testing for AI-native SaaS
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