Jyotish Vani — Gregforge Labs

Jyotish Vani Gregforge Labs describes itself simply: "Jyotish Vani, your kundli as a book you can read, daily readings from your own chart, panchang and muhurat for your city, honest kundli matching, and Vani, an AI jyotishi that knows your." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.

Under the hood there is a clear heading structure and sitemaps and entity links AI can follow, but the score is capped by what is missing: structured data describing the business, a clearly stated business identity, credibility markers like credentials or reviews.

AI crawlers have visited the site once in our tracking, so the engines are already looking. Off the page there is almost nothing to corroborate it: the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on. That half of the score is earned elsewhere on the web, not on the site itself.