Author: Chris Han

How ChatGPT compares products is no longer a black box. When a buyer types "Tool A vs Tool B," the model doesn't return ten blue links — it writes a verdict, fills a criteria table, and routes the reader to "choose A if…, choose B if…" In early 2026 we logged the citations and verdict…

Reddit shapes ChatGPT recommendations more than any other site. We traced 1.2M AI citations to show how much, per platform — and which tactics survive moderation.

Digital PR for AI search starts with citation data, not media lists. A 5-step method to build your ranked pitch list from the sources AI already cites.

How to appear in Google AI Overviews: only 38% of citations now rank top 10. See what tracking data shows actually drives inclusion — and what to fix first.

AI reputation management means monitoring and fixing what ChatGPT, Gemini and Perplexity say about your brand. Get the playbook, timelines and costs.

Searching “ChatGPT wrong information about my company”? See where each AI gets its facts, fix the page it reads, then track answers until they change.

How long does it take to update business information in ChatGPT or Gemini? First-hand timelines from 18 real site changes—get the refresh playbook.

Negative AI answers usually trace to 1–3 citations. Learn how AI brand sentiment monitoring catches them early, with 3 traced cases. Start tracking today.

When an AI model update causes a brand visibility drop, the first 48 hours decide recovery. Use the 15/3 triage rule and citation-diff playbook to respond.

AI competitor analysis reveals every brand ChatGPT, Gemini and Perplexity recommend before yours. 6-step audit + 30-day data: 19 rivals, 6 hidden from Google.