LLM Exposure: Find out if ChatGPT recommends your company (and why not)

Hey PH! 👋 The problem: everyone's talking about "GEO" (Generative Engine Optimization) but nobody actually knows if ChatGPT recommends their company. You can ask it yourself, but that doesn't tell you how you compare to competitors or *why* the model says what it says. So I built a pipeline that: 1. Generates buyer personas based on your target customer 2. Runs 200+ conversations with GPT as those personas 3. Asks for company recommendations in your category 4. Tracks mentions, rankings, and patterns 5. Asks follow-up questions like "why didn't you recommend X?" 6. Feeds everything into a deep research analysis The honest truth: 90% of GEO is just good SEO. But the other 10% - understanding what the base model "knows" about you vs. what it finds via search - is genuinely different and interesting. Sample reports for Ramp and Linear are on the site if you want to see the output before buying. Happy to answer any questions about the methodology or results!