Real stories, anonymized under NDA — no company names, but with concrete changes and measurable results.
Enterprise · 25+ engineers
No dedicated systems analysts
The systems analysis department became a bottleneck — specs reached the team 2–3 weeks after the business set the task and started going stale immediately. A developer read a month-old spec and built it "as they understood it". Every feature lost weeks on handoffs between roles.
The SA department was dissolved — the function was distributed between developers and AI skills
Time from idea to production shrank by weeks — no intermediate handoffs
Spec and code always match — otherwise the PR won't pass review
A new developer gets up to speed in a week — a spec and an example instead of "knowledge keepers"
An MVP with rapidly evolving requirements. A team of 4–8 developers, the business actively searching for its niche in the market. The typical story — within a year so much technical debt piles up that any change requires rewriting half of the adjacent code.
After 1.5 years the codebase stays readable and adaptable
A change in business direction doesn't require rewriting the foundation — UseCases change within established layers
Technical debt doesn't snowball — a quarterly "architectural cleanup", not a "six-month construction project"
Hiring seniors is easier — in interviews we show clean code and specifications