EfficiencyApril 28, 2026· 8 min· 2 210
From MVP to production without technical debt
Most prototypes are rewritten later. AI SDLC helps build an MVP fast while keeping architecture, tests and docs from day one.
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A classic MVP is often built to be thrown away: fast, with little architecture, few tests and no documentation. If the idea works, the team pays for that speed later.
Why prototypes become debt
A prototype without a model does not scale. Business logic is implicit, tests are missing and every new feature increases risk.
An MVP in production format
- Architecture exists from the start
- Tests and traceability are present
- Documentation grows with the product
Классическая разработка100%
С AI SDLC (ручные операции)15%
×3-10
рост продуктивности
The team no longer chooses between fast and clean. The artifact chain gives speed now without forcing a rewrite later.
Result
Startup speed and enterprise discipline can exist in the same MVP.
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