I built MentionPop after noticing that traditional SEO tools could not explain why ChatGPT or Gemini recommended a competitor. MentionPop runs scheduled buyer-intent prompts, records whether a brand appeared, retains available citations and competitor evidence, and compares observations over time. It then turns the gaps into specific technical, content, comparison, and authority recommendations. The product deliberately describes results as sampled observations. AI answers vary by prompt wording, provider, time, device, and location, so I do not want to sell a false promise of universal rankings. The free snapshot requires no card. I would especially value feedback on whether the evidence and action workflow is understandable and which AI surfaces matter most to your team.