About Citation Ready

Updated 2026-09-05

In one paragraph

Citation Ready is a free tool from Melting Wax Studios that scores any public web page from 0 to 100 on whether ChatGPT, Microsoft Copilot, Perplexity and Google AI Overviews can fetch it, read the answer in its raw HTML and cite it. It runs 36 checks in about 5 seconds, shows the value it found for each one, and lists the three fixes with the most weight.

Where the weights come from

The checks and their weights were not taken from a marketing playbook. They come from measuring a fleet of about 60 content sites operated by Melting Wax Studios over six weeks in July to September 2026, using two data sources:

Microsoft Copilot, via the AI Performance report in Bing Webmaster Tools, which lists every page Copilot cited and how often. Across 69 verified properties, the 58 sites on platform subdomains recorded zero Bing impressions and zero citations; every site with citations had its own domain. That single split sets the highest weight on the list.
ChatGPT, via GA4 referral traffic from chatgpt.com. It was the only AI channel that sent measurable, converting visits, and it reads pages through OAI-SearchBot and ChatGPT-User, both of which the robots.txt checks look for by name.

The page-level patterns come from reading the shipped HTML of every cited page against uncited controls: a labelled answer paragraph directly after the H1, a visible updated date, Article plus FAQPage JSON-LD, one H1 whose words match the title, and the answer in the server response rather than behind JavaScript. Word count above a floor did not separate winners from losers, and llms.txt showed no correlation at all, which is why one is a floor and the other is unscored.

These are correlations measured on our own sites, which are affiliate and reference content in a handful of niches. They are not a prediction that ChatGPT or Copilot will cite any given page, and a different vertical may behave differently. What this data cannot tell you: whether your topic has demand, whether your brand is mentioned elsewhere on the web (the strongest off-page signal, and one no on-page check can measure), or whether Bing has crawled you yet. A perfect score here is necessary, not sufficient.

What the bot fetches

When you score a URL, a Cloudflare Pages Function fetches, in parallel and with the user-agent CitationReadyBot/0.1 (+https://citation-ready.pages.dev/about/):

the exact URL (up to 5 redirects followed, 10 second timeout, 2 MB body cap);
the same URL again with a bingbot user-agent, to detect bot-specific responses;
/robots.txt, /llms.txt, and /sitemap.xml on that host (a sitemap index is followed into up to three child sitemaps).

That is at most nine requests per audit. The result is cached for one hour keyed on the normalised URL, so repeat scores of the same page do not hit your server again within that window. Add &fresh=1 to a report or API URL to bypass the cache.

What it stores

Nothing beyond that one-hour cache. There is no account, no log of who audited what, and no tracking script on this site. If you join the founding list on a report page, the email address, the URL you were scoring and a timestamp are stored so we can tell you when the paid tier exists. That is the only data kept.

Who makes it

Melting Wax Studios, the studio behind a fleet of comparison and reference sites. This tool exists because the measurements that shaped those sites were more useful than the folklore, and a scored report is easier to act on than a memo.

Contact

A contact form is coming. Until then, the checks page documents every rule and its reasoning, and the JSON API is open for anyone who wants to build on it.