
Case Study
Architecture Review of a AI-Built Platform
Media & Entertainment
United Kingdom
United KingdomAbout
A technical founder used AI tools to build a consumer platform from scratch. Shipped, paying customers, product-market fit proven. Then a major commercial opportunity arrived. The founder wanted an independent review before committing.
AI-augmented assessment across seven dimensions found seven recurring patterns: open doors at the protocol level, client-side authority with no server verification, no resilience to operator interruptions, silent failures showing green during outages, 1,000+ tests that did not exercise production code, a scaling ceiling that was actually a settings change, and a codebase built for one developer.
Product was sound. Path forward was targeted hardening, not a rewrite. Delivered a three-horizon remediation roadmap. Client moved to implementation.
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