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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