Tools
Does this page earn a citation from AI?
Answer engines cite pages that hand them a clean answer: a date, a number, a named person, a sentence that stands alone. The AI Lately Citation Audit asks 89 questions of one page, 81 on what Google's AI Overviews, ChatGPT, Claude and Perplexity lift from a page and eight more on what an agent like Meta's Muse reads. Tick what the page already does. The score and the next-up card update as you go, and the report copies as Markdown.
01
On-page
The building blocks an answer engine lifts and cites. Confirm the page ships with each one.
0/15
02
Differentiation
Generic pages go uncited. Confirm the page carries something only its publisher has.
0/10
03
Copy
Structure every page so a machine can lift a clean answer straight off it.
0/7
04
Craft
Sentence-level habits that make a page easy to parse and easy to quote.
0/5
05
Freshness
Updated in the last 30 days? If it was earlier, refresh the page before it decays.
0/4
06
Query fan-out
An answer engine sends one question in many directions at once. Cover every bucket so the page answers all of them.
0/40
A. Core intent
B. Related topics
Example sections What is this? · How does it work? · Who is it for? · When should you use it? · Main types or categories
C. Implicit questions
Example sections How much does it cost? · How long does it take? · Is it worth it? · What are the risks? · Who is this wrong for? · What should I compare? · What happens next?
D. Comparative queries
Example sections Option A vs Option B · Best alternatives · Best for use cases · Pros and cons · Pricing comparison · Feature comparison · In-house vs agency vs freelancer vs software
E. Recency and freshness
F. Contextual variation
Example sections Best for startups · Best for SaaS · Best for local business · Best for enterprise · Best for small budgets · Best for fast turnaround · Best for high-quality work · Best for beginners · Best for advanced users
G. Next steps
Example sections How do I choose? · What should I ask before buying? · What should I avoid? · How do I get started? · What do I need before booking? · What should I compare next? · Best option for my situation?
H. Evidence and trust
Example sections Author / reviewer · Last updated date · Selection criteria · Clear methodology · Supporting evidence · Specific examples · Transparent limitations
07
Agent readiness
The house's own section. An agent reads a page through its accessibility tree and its raw HTML, so give it both.
Drawn from Rob Hoffman's post on X of Oct. 19, 2026, after Meta's Muse recommended his client's product unprompted.
0/8

