A real, in-production case from S·PRO — a multi-year engagement covering mobile, web, admin and backend. AI is woven through code review, documentation, regression analysis and reporting. Below is what that actually produces.
Every artifact you see below — code review notes, gap analysis, regression summaries — was either produced or accelerated by AI. Not as a gimmick: as the spine of a long-term maintenance contract.
The aggregated regression summary on this page comes from three locally-saved HTML test reports from prior Claude QA runs — the AI does the bookkeeping so QA can stay on judgment.
SonarQube Community 25.9 is wired into CI (runs on every MR and push to develop/master). Each finding lands with a fix recipe — not a stack trace.
AI reads the Confluence spec and the Testomatio test set side-by-side and tells you exactly where the spec lags the tests, or vice-versa.
For the eBoard feature alone, 7 Confluence pages cover 287 Testomatio tests. AI reconciles both sides every reporting cycle and flags drift before it ships.
| Confluence page | Ver | Spec items | Tests | Coverage | Verdict |
|---|---|---|---|---|---|
| Create a Custom Board | v1.0 | 22 | 67 | MEDIUM | |
| View Board – Web | v1.0 | 10 | 5 | MEDIUM | |
| View Board – TV / Fullscreen | v1.0 | 9 | 17 | HIGH | |
| View Board – Mobile | v1.0 | 7 | 0 | CRITICAL | |
| Date-Based View | v1.1 | 20 | 103 | LOW | |
| Locked Columns | v1.1 | 20 | 143 | LOW | |
| Fullscreen Table Formatting | v1.1 | 0 | 41 | CRITICAL · spec missing |
SonarQube Community 25.9 runs on every merge request and push to develop/master across all four repositories. Zero open vulnerabilities. All four rated A on Security and Maintainability.
59 acceptance criteria executed across three AI-assisted sessions on the eBoard feature. Every result reconciled against the master plan in Testomatio (287 cases, 8 sub-suites).
Code health, doc state and regression coverage are first-class stakeholder data — generated continuously, never on request.
Every MR is scanned. Every report is regenerated. Quality rituals don't depend on a single engineer remembering to run them.
AI explains issues, drafts gap analyses, summarises runs and ranks risk — so humans spend their time on judgment, not bookkeeping.
Fixed cadence, real numbers, AI throughout. The picture above is what your status review can look like — not a once-a-quarter PDF.