DOCS · CASE STUDIES
Marketing copy is easy to produce. Side-by-side runs on real code are harder. Each case study below is a real run, with methodology, raw findings, and honest discussion of where cix excelled and where it fell short.
Read the full source →Laravel 12 + Vue 3 SPA, mid-rename. Same prompt run twice, cold start each time. Eight findings in common. Three additional findings only cix surfaced — including a forgotten Python script in /public hardcoding root MySQL credentials.
A standardized rubric run against 25 real-world open source projects across Python, TypeScript, Go, Java, C#, PHP, and Ruby. 15-point scoring for project understanding, change-impact analysis, and breakage analysis.
A focused walkthrough on a large Python monorepo: 100+ provider packages, multiple FastAPI applications, 74 database tables. The schema parser was honestly partial on Alembic migrations that mutate rather than create — and said so.
What these have in common
On standard stacks, cix dramatically reduces the work an assistant has to do. On non-standard stacks, the picture is mixed — and the system is honest about what it can and can't see. On unsupported languages, the system fails openly rather than fabricating. That last property is what makes the others trustworthy.