AI-Readability Site Audit

One-shot audit of whether AI search and answer engines can crawl, cite and attribute your site

Problem

Plenty of indie devs invest in GEO/AEO but get nothing back: blogs lack structured data, author and provenance signals, and AI-crawler-friendly markup, so articles never get cited. Someone already built a SaaS that auto-writes posts and can't sell it — the real gap is diagnosis plus an actionable fix list, not another generator.

Solution

Crawl a domain and score it on llms.txt, structured data, crawler accessibility, author/updated-date signals and citation-friendly formatting, then output per-item fixes with copy-paste snippets. Schedule re-checks and show the score trend over time.

Users

Indie devs running content sites or blogs, content marketing teams, and small SaaS companies chasing AI-search visibility

MVP

Crawl 20-50 pages of one site; under 10 check rules; exportable fix list; weekly re-check with score trend; no content generation

Revenue

Free first audit; subscription for ongoing monitoring and trend reports, or one-time report purchase; affiliate deals with structured-data or hosting services

Why now

AI search and generative citations are becoming a real traffic channel, and teams are buying generators while the underlying site problems go unfixed; a crawler-based checker can ship in a couple of weeks