A playbook for earning ChatGPT brand mentions

Brand mentions in ChatGPT aren't a traffic channel first — they're a recommendation channel. Someone asks for options; your name either appears or it doesn't. Clicks are optional. Influence is not.

Cover the journey, not just 'best X'

Most teams only track consideration prompts. That's incomplete. Build clusters for awareness (category fears and objections), consideration (best-of and segment variants), evaluation (Brand vs Brand, 'is X worth it?'), and purchase where you sell direct.

Win the sources ChatGPT already trusts

Mentions often come from third-party pages the model retrieves — listicles, reviews, Reddit, Wikipedia — not from your homepage. Find prompts where competitors appear and you don't, then identify the URLs driving those answers. Prioritize sources that show up across multiple models.

Meet the fanouts halfway

ChatGPT secretly reframes advice queries with words like best, reviews, comparison, and the current year. Structure pages to answer those angles: ratings summaries, tradeoffs, segment-specific recommendations, fresh dates.

Fix sentiment sources fast

A toxic review site or outdated comparison can poison evaluation-stage answers. Visibility without favorable sentiment loses deals. Monitor how models describe you, then correct the underlying pages.

Measure the right KPIs

• Visibility % across tagged prompt groups
• Answer position when you appear
• Sentiment on evaluation prompts
• Self-reported 'how did you hear about us?' including AI

Anny is built around these loops — prompt libraries, competitor ladders, source gap views, and sentiment — so the playbook isn't a slide deck, it's a weekly operating system.