What we can measure in the Offlot build
A factual look at the current Offlot repository: 3 AI steps, 21 app-owned features, 147 test files and 54 integration tests.
The Offlot story uses numbers we can point to.
The current offlot-app repository contains:
- 3 AI pipeline steps: VIN photo reading, number-plate detection and channel copy generation
- 21 app-owned feature modules
- 147 test files, including 54 integration tests
- 34 calendar days of visible Git history, from 12 August to 15 September 2026
The last number describes the repository history that is visible in Git. It is not a claim about engineering days, elapsed focused work or productivity compared with another stack.
The Kumiko side is equally concrete: the app composes AI foundation, AI pipeline, Anthropic and OpenAI-compatible provider adapters, a versioned prompt store, and bundled features for identity, sessions, files, jobs, secrets, notifications, data rights, retention, tiers and caps.
Offlot’s own code covers the automotive workflow, while Kumiko supplies reusable platform foundations around it.
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