This product was not featured by Product Hunt yet. It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
AI agents are changing how people discover and use websites. LucidVia helps you understand how well your site works for them by auditing crawlability, AI readability, structured data, navigation, accessibility, AI commerce readiness, and GEO. Every recommendation is backed by deterministic evidence, so you get actionable insights instead of AI guesswork.
Hey Product Hunt! 👋 I'm the solo founder behind LucidVia.
The idea came from a simple question I couldn't answer: **Can AI agents actually use my website?**
There are plenty of SEO tools, and Google recently added basic agentic-browsing checks to Lighthouse, but I wanted something that explains *why* AI agents struggle with a site and how to fix it.
The biggest challenge was the scoring model. I didn't want an LLM to simply "rate" a website. Instead, LucidVia combines deterministic signals with AI-generated analysis. Hard evidence constrains every score, and categories without enough evidence are marked as **low confidence** instead of guessed.
A few things I learned while building it:
* 47% of the 129 sites I scanned had no JSON-LD structured data.
* Of the sites that did, 21% were missing required properties.
* 62% of content sites had no author or publication date.
* 17% blocked at least one major AI crawler in `robots.txt` (sometimes intentionally, often not).
I'd genuinely love feedback on the scoring methodology, the reports, and what signals you'd want to see added. Thanks for checking it out! 🙏
How does LucidVia actually pull the audit data, does it crawl like a headless browser or hook into something like the sitemap and Search Console?
Curious how you actually pull the deterministic evidence for AI readability — are you simulating how GPT-based crawlers parse the DOM, or is it more like rule-based checks against schema and semantic markup?
About LucidVia on Product Hunt
“Audit your website for AI agents”
LucidVia was submitted on Product Hunt and earned 8 upvotes and 5 comments, placing #89 on the daily leaderboard. AI agents are changing how people discover and use websites. LucidVia helps you understand how well your site works for them by auditing crawlability, AI readability, structured data, navigation, accessibility, AI commerce readiness, and GEO. Every recommendation is backed by deterministic evidence, so you get actionable insights instead of AI guesswork.
LucidVia was featured in SEO (37.9k followers), Developer Tools (515.5k followers) and Artificial Intelligence (473.1k followers) on Product Hunt. Together, these topics include over 189.6k products, making this a competitive space to launch in.
Who hunted LucidVia?
LucidVia was hunted by Sudhirkumar Sawarbandhe. 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.
Want to see how LucidVia stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Sudhirkumar Sawarbandhe