Blog · Topic
ChatGPT
Measuring and extracting ChatGPT answers: the pages it cites, the searches it runs before answering, the brands it names and the products it shows.
Articles
How to see ChatGPT answers by US state
Run one prompt on ChatGPT from inside all 50 US states and DC in a single batch, then compare the brands, places and sources each state gets.
ChatGPT, Gemini and AI Mode name different leaders in half our tracked categories
We asked three AI engines 182 buyer-intent prompts across 10 software categories. In five categories the engines name a different leader; the October 2026 data.
Best ChatGPT scraper APIs for 2027: answers and citations
Compare ChatGPT scraper APIs, OpenAI's web search tool and building your own: engines, parsed fields, fan-out, shopping cards, geo and entry prices.
Best brand monitoring tools for 2027: prices, coverage, gaps
Brand24, Awario, Mention, Talkwalker, Brandwatch, Meltwater and Google Alerts compared on prices and sources, plus search results and AI answers.
ChatGPT ads: how they work and how to track them
A dated timeline of ads in ChatGPT from OpenAI's announcements: who sees them, where they appear, how they are chosen and bought, and how to track advertisers on your prompts.
ChatGPT visibility tracker: platforms, costs and a pipeline you can run
Choosing a ChatGPT visibility tracker: what the platforms report and cost, what to ask them, and a Python pipeline you can run instead.
18 competitive intelligence examples from public data
Concrete competitor questions, each with the endpoint, an example query or prompt, the exact response field to read, and what the data cannot tell you.
Query fan-out: the searches ChatGPT runs before it answers
Query fan-out is the set of searches ChatGPT runs before it answers. How to reason about them when they are not returned, and what to measure instead.
ChatGPT shopping cards: track the products it recommends
Read ChatGPT's product cards as JSON: titles, prices, merchants, offers and ratings, and monitor them over time.
How to measure brand mentions in ChatGPT answers
The measurement method for ChatGPT brand mentions: what each rate counts, how to compute it from the answer fields, and how many prompts it takes.