The 100 prompts that decide your category
We map the buyer's real ChatGPT prompts: comparisons, alternatives, best-of, how-to and buyer questions - then audit what ChatGPT currently says for each.
When a buyer asks ChatGPT 'who's the best [service] in [city]', the answer is decided by a mix of pre-training data, live retrieval and citation signals. We engineer every layer.

ChatGPT answers are shaped by a mix of training data, real-time web search via ChatGPT Search, and the specific prompt the user typed. To be recommended, you need consistent brand information across the open web, strong topical content on your site, and citations on sources the model trusts - especially Reddit, LinkedIn, YouTube and reputable publications - plus fresh, well-structured pages that show up in ChatGPT's live web search.
We map the buyer's real ChatGPT prompts: comparisons, alternatives, best-of, how-to and buyer questions - then audit what ChatGPT currently says for each.
ChatGPT weights community consensus heavily. We build the presence on the sources it actually reads.
Definitive guides, comparison hubs and glossaries structured for LLM extraction, with clear headings, tables and bullet answers.
We monitor how your brand appears across a fixed prompt set weekly, so we can catch shifts and correct positioning fast.
Wikipedia, editorial media, review platforms and industry-canonical sources shape base-model recommendations.
SearchGPT and browsing modes fetch and cite the open web - we make sure your pages are what they surface.
Q&A and comparison content that LLMs prefer to lift and quote.
Reviews, ratings and mentions across the properties ChatGPT considers authoritative.
Editorial coverage in trusted publications shifts model priors over time.
Track the actual answers ChatGPT gives to your target buyer prompts - weekly.
Prompt sweep, share-of-voice benchmark, off-site gap analysis and 90-day plan.
Founders who want to know the honest answer to what ChatGPT says about them.
Get a quoteOngoing off-site work, authority content, community placements and weekly prompt tracking.
Brands that show up in serious buyer conversations happening inside ChatGPT.
Get a quoteEverything above plus PR, thought leadership, expert positioning and multi-market coverage.
Companies that want to be the default ChatGPT recommendation in a category.
Get a quoteWe will run 25 buyer prompts across ChatGPT and send you the transcript, gaps and priority plays.
Yes - especially for live-web modes like SearchGPT. Pre-training influence is slower but real over 6–18 months as models retrain.
We monitor a curated set of buyer prompts across ChatGPT, SearchGPT and other OpenAI surfaces, tracking mention, citation and recommendation frequency.
We will map every place your customers look for a business like yours, then show you exactly what it takes to own that visibility.