Source restricted
Client-facing product under NDA. Screens and source withheld.
- Role
- Chief Technology Officer
- Period
- Feb 2026 to Jul 2026
- Status
- Restricted
- Stack
- TypeScriptPythonRAGLLM evaluationPostgreSQL
01The problem
Search is no longer only a list of links. Brands are increasingly discovered inside a generated answer, and almost none of them could tell you whether they appear in one, for which prompts, or how they place against a competitor.
Traditional SEO tooling had no answer, because the surface it measures is not the surface that matters any more.
02What I built
A Generative Engine Optimization platform that measures brand visibility across AI-generated responses, tracking prompt-level and competitor-level performance over time.
A brand DNA extraction layer that establishes what a brand actually sounds like, then holds generated output to it.
Long-form article generation driven by the platform's own visibility findings, closing the loop from measurement back into content.
03Outcome
Delivered as a client-facing product alongside the growth platform.