Author: Chris Han

A brand name collision in AI search makes ChatGPT blend you with a same-named company. Use this entity disambiguation playbook to diagnose, fix, and track it.

Acquisition AI search breaks when a deal scatters conflicting facts online. Use this playbook to fix what ChatGPT and AI Overviews say — start your audit.

AI describes last quarter’s release, not your launch. This product launch AI visibility guide shows how to seed correct facts fast—track it today.

No reviews, no backlinks, no Wikipedia yet? Here’s the realistic order that earns a startup its first AI mentions in ChatGPT and Perplexity—start tracking yours.

AI visibility for startups isn’t one checklist. Get a four-stage playbook—zero citations to category leader—built on AI mention-rate data. Map your stage first.

AI now cites niche communities beyond Reddit. See which Discord, Slack, and specialist forums earn community forums AI citations—and how to show up. Track yours.

Podcast transcripts are an under-tapped source of AI citations. See how podcasts become brand mentions in ChatGPT and Perplexity—and how to start tracking them.

AI engines cite GitHub and Stack Overflow above most brand sites. Learn how dev tools earn AI citations there and on Hacker News—then track what feeds ChatGPT.

LinkedIn is the #2 most-cited source in AI search. See what 10M+ citations reveal about earning LinkedIn AI citations—and how to track your brand’s share.

Earned AI citation sources go beyond Reddit and G2—LinkedIn, dev forums, and podcasts feed AI answers too. See the overlooked map and how to earn each.