If you could hand your website to an AI agent and get a report back, what would be most useful to see? A few things that come to mind for me: whether key facts (pricing, product name, what the company does) are easy for a model to extract, whether important content is buried in scripts or images, and how clearly the page answers common questions. Curious what checks this community would find most valuable, and whether there are gaps in existing SEO tools that a tool like AI Content Visibility Grader could fill.
Congratulations on the launch! Most reports here are about content hidden behind JavaScript, so here is the opposite case: I ran a server-rendered site and it came back 100/100. I checked the raw HTML myself afterwards and the report was accurate.
One thought on where it could go next. Validation and policy are different things - markup can be perfectly valid and still breach Google's rules on self-serving reviews, and a clean score gives no signal either way. Would a policy layer alongside the validity check be in scope?
Ran our docs site through this and honestly wasn't expecting much, but it caught that our FAQ content only loads after JS runs, so AI tools reading the raw HTML never actually see it.
That explains why ChatGPT kept citing our homepage instead of the pages with the real answers.
Really interesting product! I tried it on a few pages and it's surprising how much important content isn't actually visible to AI crawlers because it's rendered only after JavaScript loads. The side-by-side comparison between raw HTML and the rendered page makes these gaps very easy to spot.
As AI search and citations become more important, this feels like a practical way to identify and fix issues before they impact discoverability.
Congrats on the launch, and looking forward to seeing how the product evolves! 🚀
Curious to see how different websites score. This could become a useful checkpoint alongside regular SEO audits.
This solves a problem many publishers don't realize they have. Ranking well is one thing, but if AI agents can't reliably extract and understand your content, you're invisible in AI-generated answers. Seeing the raw HTML vs. rendered page side by side is a great way to identify those gaps.
Love this! The side-by-side comparison makes it so much easier to understand what's actually visible to AI. Great work, and congrats on the launch! 👏