want a tool that shows why AI ignores my brand

Yes — what you want is basically a brand visibility / AI citation diagnostics tool that shows why AI systems don’t mention your brand and what signals are missing.

What the tool should do

It should check whether your brand appears in:

• ChatGPT / GPT-style answers
• Google AI Overviews
• Perplexity / Gemini / Copilot
• Search results and knowledge panels
• Top web pages that AI uses as sources

Then it should explain likely causes, such as:

• Your brand isn’t mentioned enough on the web
• Competitors have stronger authority signals
• Your site isn’t easily crawlable or indexable
• There’s not enough structured data
• AI sources don’t treat your brand as relevant for the queried category
• Reviews, listicles, and third-party mentions are weak
• Conflicting entity signals confuse the model

Core features

1. Brand mention audit

   • Searches web pages, forums, news, review sites, and directories
   • Measures brand mention frequency and context

2. AI answer testing

   • Runs a set of category prompts like:
     • “Best [product category] for [use case]”
     • “Top alternatives to [competitor]”
     • “Who are the leading brands in [industry]?”
   • Checks whether your brand is included or excluded

3. Source analysis

   • Identifies the URLs AI tools cite or rely on
   • Compares your presence against competitors

4. Entity/SEO signal audit

   • Checks:
     • schema markup
     • knowledge graph signals
     • backlinks
     • branded search volume
     • NAP consistency
     • review profiles
     • social + third-party authority

5. Reason engine

   • Outputs plain-English explanations like:
     • “AI ignores your brand because it is underrepresented in authoritative comparison pages.”
     • “Your competitors are consistently cited in high-trust sources, while your brand appears mainly on your own site.”

6. Action plan

   • Gives prioritized fixes:
     • pages to create
     • directories to claim
     • review platforms to improve
     • schema to add
     • PR targets to pursue

Best positioning

This could be sold as:

• “Why AI Ignores Your Brand”
• “AI Brand Visibility Audit”
• “LLM Search Presence Analyzer”
• “Brand Citation Gap Tool”

If you want to build it

A strong MVP would be:

• input: brand name + website + category + top competitors
• output:
  • “AI visibility score”
  • “where you are missing”
  • “which sources exclude you”
  • “top 10 fixes”

If you want, I can help you with one of these next:

1. name the tool
2. design the MVP
3. write the landing page copy
4. map the database/API architecture
5. define the scoring model for “why AI ignores my brand”