GEO conversation opener

Generative engine optimisation is invisible until you measure it. Brands don’t know if they’re mentioned when people ask AI about their industry. We needed a tool to query all major AI platforms, track citations, and score visibility across the board.

Three-step pipeline. Brief: define entity and queries (or generate them from a detailed brief). Collect: send queries to ChatGPT, Claude, Perplexity, Gemini, and Grok with multiple runs for consistency. Analyse: Claude scores visibility, identifies gaps, compares competitors, and generates recommendations. Everything saves as JSON with full raw responses viewable per platform.

Internal research tool. We run it for every new client to baseline their AI visibility before starting GEO work. Helps shape strategy and prove ROI. Considering packaging it as a standalone audit service.