LLM Exposure
Find out if ChatGPT recommends your company (and why not)
Start new thread
Brendan Hogan

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

by
Painted Saintly
•
When someone asks ChatGPT "What's the best [your category]?" - are you in the answer? LLMExposure runs 200+ simulated customer conversations with AI to find out. We generate realistic buyer personas, ask the questions your customers actually ask, track whether you get recommended (and at what rank), and - crucially - ask "why not?" when you're left out. Check out the sample reports for Ramp and Linear to see what you get.

Add a comment

Replies

Best
Brendan Hogan
Maker
📌
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!