Source-linked unit test generation console

Increase test coverage and catch bugs earlier while keeping engineers in control of what is merged. For engineering teams maintaining codebases that need reliable unit tests, convert repository code, pull request diffs, framework configuration and coverage targets into reviewer-approved test files linked to source lines. The benefit is a testable hypothesis, measured through accepted tests per engineering hour and defects caught before merge; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect repository code, pull request diffs, framework configuration and coverage targets, then follow this sequence: 1. Detect untested functions and branches in selected code. 2. Generate unit tests for chosen functions and classes. 3. Target high coverage against configured thresholds. Resolve uncertain cases with qualified reviewers, approve reviewer-approved test files linked to source lines, and measure accepted tests per engineering hour and defects caught before merge against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One repository and one test framework per pilot; final merge and behavior checks remain engineering. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve code ownership, source attribution, license accuracy and usage permissions. Engineers approve substantive changes and merge scope. One repository and one test framework; final merge and behavior checks remain engineering. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One repository and one test framework; final merge and behavior checks remain engineering. Implement one approved input format, a bounded representative case set and the first two task modules: detect untested functions and branches in selected code; generate unit tests for chosen functions and classes. Support the third module with operator review: target high coverage against configured thresholds. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Customer-owned repositories, authorized code samples and permitted documentation sources. Version control systems, CI/CD pipelines, IDE extensions and coverage reporting destinations. Start with file exchange and validate destination specifications before promising direct commits. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Repository and target selection, Generated test review, Coverage and delivery. Use a project list with repository status, a central diff view pairing generated tests with source lines, and a right-hand panel for coverage, framework settings and reviewer comments. Let users compare generated and existing tests side by side. Display draft, changes requested and approved states. Provide a pull request preview link with comments anchored to the relevant test. Make the task-specific outcome reviewer-approved test files linked to source lines visible beside its evidence, review state and value baseline.