LLM Exposure
Find out if ChatGPT recommends your company (and why not)
LLM Exposure launched on January 19, 2026 with 3 votes, #5,632 of 14,584 launches that month and more than 50% of that year's launches.
What it does
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.
A research report that measures how AI models perceive your company, and what to do about it.
Over a billion queries flow through ChatGPT every day. When someone asks "What's the best [your category] for [my situation]?" — are you in the answer? You've probably wondered about this. Maybe you've typed your company name into ChatGPT to see what it says. But that doesn't tell you how you compare to competitors, or why the model recommends what it does, or what you can actually do about it. We built a research report that answers these questions. We simulate 200 real customer conversations with AI — the kinds of questions your buyers actually ask — and measure how often you're recommended, where you rank, and crucially, why you're being left out . Everyone's talking about "GEO" —…from llmexposure.com
Does a similar job
all alternatives →
LLM SEO Monitor2025 · llmseomonitor.com · ▲526Monitor what ChatGPT, Google Gemini and Claude recommend
Humans vs LLMs2025 · aipageready.com · ▲138Hi HN, We just launched [AI Page Ready](https://aipageready.com) — a tool to check if your web pages are discoverable and understandable by AI tools like ChatGPT, Claude, Gemini, and Perplexity. It runs 40+ checks across six areas: Discoverability & Crawlability, Structured Data & Semantics, Content Quality, Answer-Ready Formatting, Accessibility & Rendering, and Deep AI LLM-specific checks. Would love your feedback — especially if you work in eCommerce, SEO, content, SaaS, or are trying to get traffic from AI tools. (Also open to ideas on what else to add to the tool!)
LLMCheck 2025 · llmcheck.app · ▲7Check where your brand ranks with regard to llm optimization and visibility. I've setup a basic analysis view for now, would love to know what features folks specifically would like to see going ahead.
LLM Query Builder By WellowsNov 2025 · wellows.com · ▲15Find exact queries to track AI search visibility
More ai this month
the category →
Paintings by AI models: programs run through a simulation of oil paint.
AI · 20d ago · stillwet.art
PixVerse R2▲381A real-time world model you can explore and change
AI · 29d ago · world.pixverse.video
Source: Product Hunt launch ↗
Launched alongside, January 2026
the whole month →- IN
Hey HN! I wanted to share something I built over the last few weeks: isometric.nyc is a massive isometric pixel art map of NYC, built with nano banana and coding agents. I didn't write a single line of code. Of course no-code doesn't mean no-engineering. This project took a lot more manual labor than I'd hoped! I wrote a deep dive on the workflow and some thoughts about the future of AI coding and creativity: http://cannoneyed.com/projects/isometric-nyc
AI · Jan 2026 · cannoneyed.com
Automatic AI-powered code reviews the moment you open a PR
Dev tools · Jan 2026 · kilo.ai
