For publishers
AI-citation readiness is the set of structural properties — an extractable lede, a clear entity chain, crawlable first-paint HTML — that decide whether an AI answer quotes your article or a competitor's. Editorial teams shipped great content for years and measured impact via Search Console; now ChatGPT, Claude, Perplexity, and Gemini quote articles to readers who never visit Google. CitationDesk's free score audits any article for the gaps that block citation — and the free generators ship the fixes.
What we hear from publishers
A 2023 explainer that still ranks #2 on Google might be invisible to Perplexity because the first paragraph is editorial throat-clearing rather than a quote-ready fact. Search Console can't surface that gap.
When ChatGPT explains a topic you've covered for years, it can cite a Substack writer who shipped a single tightly-formatted post. If they didn't out-research you, the gap may be format.
Your CEO read three op-eds about AI search and now wants to know how often AI answers cite us on our top 50 queries. Nobody on the SEO team has a dashboard for this.
How CitationDesk fits
Run the free score on each evergreen article — see which of the six dimensions (SEO Foundation, GEO Readiness, Dual Fit, Entity Coherence, Bot-Crawl Health, Conversion Readiness) it fails, and fix worst-first with the Fix Kit.
The Citation Readiness Score audit catches structural format issues that can block citation — a first paragraph over 600 characters, no fact-shaped phrase in the first paragraph, missing Organization or Person schema. Each article gets a 0-100 score + specific fix.
For continuous per-article citation tracking and drop alerts, pair the free audit with a dedicated monitoring platform — we compare the options honestly on our /vs/ pages.
Worked example
HoldLens — a niche reference publisher — went from 0 to 10% ChatGPT inbound in 14 days by closing five structural gaps the audit surfaced.
Read the case study →Paste any URL. 90 seconds. 0-100 score across six dimensions plus the highest-leverage fix you can ship this week.
Or skip pasting a URL — email me a free sample AI-visibility report instead.