Built a free LLM-visibility audit, would love feedback from the SEO community

Hey everyone - I’ve been working on a small tool that analyzes how product/category pages appear to LLMs (ChatGPT 3 to 5 for now) and checks for issues like missing context, weak entities, or content that’s hard for AI systems to interpret.

I’d love some honest feedback from the SEO community:

  • Does this type of analysis feel useful?
  • What’s missing or inaccurate?
  • Anything that would make it more valuable for your workflow?

Here’s a demo (no login required), you can also register for free: https://app.trydecoding.com

Any feedback at all is super appreciated!

Posted Dec 3, 2025, 1:48 AM UTC

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