| Typical duration | Phased — pilot, extend, scale | 14 weeks end to end | 8 weeks to first go-live |
| Unit of work | 5 phases, 6 gates, 5 test levels | 6 workstreams | 6 capabilities |
| Core stack | Jenkins orchestration with tuned AI agents | GitHub · Jenkins · Flyway · Plane | Vector + graph store, OCR & layout pipeline |
| Where AI sits | Analysis, code review, testing, documentation, self-healing | PR review, build failure analysis, migration review, release notes, triage | Answer synthesis, document understanding, gap detection, drafting, triage |
| You keep | Approval and release authority at all six gates | The merge button and the deploy button | The decision — AI retrieves, explains and drafts only |
| Primary outcome | Rework removed before UAT, cycle time compressed | Repeatable, low-risk, documented releases | Answers in minutes, with precedent and provenance |
| Cost basis | Usage-based AI on existing CI infrastructure | ~US$70–120 / month new tooling, ten-person team | Scales with query volume rather than seats |
| Runs in | Your repositories | Your infrastructure | Your estate — data never leaves it |