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The AI Content Visibility Grader reveals the gap between what your readers see and what an AI agent actually reads when it cites your page. Paste any URL: it fetches the raw HTML an AI agent reads for citation, renders the full page a human sees, and highlights what falls through the gap. It simulates a ChatGPT-User fetch, checks your JSON-LD and structured data, and lets you export a shareable report, so you can make your content visible to AI, not just people.
Hey Product Hunt! 👋
We built the AI Content Visibility Grader after realizing a frustrating truth: the page your readers see and the page an AI agent actually reads when it decides whether to cite you are often two very different things. So much valuable content lives in JavaScript-rendered elements, images, or unstructured markup that an AI crawler simply never sees, which means great pages get skipped when tools like ChatGPT pull citations.
The problem we set out to solve was visibility: how do you know what an AI agent takes away from your page? Our tool lets you paste any URL, fetches the raw HTML an AI agent reads, renders the full human-facing page, and highlights exactly what falls through the gap. It simulates a ChatGPT-User fetch, checks your JSON-LD and structured data, and lets you export a shareable report.
Our approach evolved a lot along the way. We started focused just on raw HTML diffs, but quickly learned that structured data and citation-readiness mattered just as much, so we built those checks in too.
We'd love your feedback and any ideas for what to add next!
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?
Such a practical tool for the AI search era. The side-by-side comparison is a great touch. Congrats! 🙌
Curious to see how different websites score. This could become a useful checkpoint alongside regular SEO audits.
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! 🚀
This is genuinely exciting! The side by side view makes AI visibility so much easier to understand and act on. A very smart tool for where search is heading. Huge congratulations on the launch! 🚀
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 useful tool. The side-by-side comparison of what humans see vs. what AI agents actually read makes the blind spots really obvious. It takes something that's usually tedious to debug and makes it easy to understand and fix. Great work—looking forward to seeing how this evolves! 👏
Totally a game changer, specially since search is transitioning from google to gpt and AI overviews!! Would love to know more!!
Great launch. The growing focus on AI driven discovery makes tools like this increasingly relevant. This is especially useful for publishers. Even well ranked pages can miss out if AI agents aren't able to extract the right content.
This is such a timely product. AI visibility is quickly becoming as important as traditional SEO, and having a way to audit what AI agents actually consume is incredibly valuable. Congrats on the launch and best of luck! 👏
This is such a smart framing of a problem that's about to get much bigger. Everyone's optimizing for how humans read a page, but the "AI sees a different page than your reader does" gap is largely invisible until something like this surfaces it. The raw-HTML-vs-rendered side-by-side is the clever part, it turns an abstract worry ("is my content citation-ready?") into something concrete you can actually look at and fix. This feels like exactly where content strategy is heading. Really curious how you're thinking about expanding the checks over time. Congrats on the launch!
Great concept. AI search is changing how people discover content, so having a way to measure visibility beyond traditional SEO makes a lot of sense. Wishing you all the best with the launch! 🙌
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! 👏
This is a refreshing take on AI optimization. Instead of guessing why content isn't being cited, you can actually see what's happening.
AI is redefining content discovery. Understanding how AI interprets your content is quickly becoming as important as traditional SEO. Great to see a product addressing this challenge. Congratulations on the launch!
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.
About AI Content Visibility Grader on Product Hunt
“See how an AI Agent sees your Website”
AI Content Visibility Grader was submitted on Product Hunt and earned 20 upvotes and 18 comments, placing #37 on the daily leaderboard. The AI Content Visibility Grader reveals the gap between what your readers see and what an AI agent actually reads when it cites your page. Paste any URL: it fetches the raw HTML an AI agent reads for citation, renders the full page a human sees, and highlights what falls through the gap. It simulates a ChatGPT-User fetch, checks your JSON-LD and structured data, and lets you export a shareable report, so you can make your content visible to AI, not just people.
AI Content Visibility Grader was featured in Marketing (466.3k followers), SEO (37.9k followers) and Artificial Intelligence (474.3k followers) on Product Hunt. Together, these topics include over 195.4k products, making this a competitive space to launch in.
Who hunted AI Content Visibility Grader?
AI Content Visibility Grader was hunted by Harmeet Singh. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Reviews
AI Content Visibility Grader has received 2 reviews on Product Hunt with an average rating of 5.00/5. Read all reviews on Product Hunt.
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Harmeet Singh