Fix library

How to add statistics that earn AI citations

Generative engines prefer specific, checkable content over vague claims, and numbers are the clearest signal that a passage is specific. The GEO study (Princeton, KDD 2024) tested content edits across a benchmark of real queries and reported that “statistics, quotations, and cited sources increase visibility in generative answers.” The fix has 1 shape: replace each vague claim with a specific, verifiable number, attribute it to its source, and link that source.

The symptom: claim-heavy copy with no numbers

The page reads well and says all the right things. It says the approach is "fast," that results "improve significantly," that the problem is "widespread." Then an AI answer cites a competitor instead, and when you read that competitor it is plainer and less polished than yours. The difference is not the writing. It is that their page has numbers and yours has adjectives.

This is one of the more common citability failures we catch, and it hides in plain sight because the copy is not wrong. It is just unverifiable. A claim with no number gives an engine nothing to anchor to and nothing to quote, so it reaches for the page that does.

The cause: engines reward specific, checkable content

When a generative engine assembles an answer, it favors passages it can lift and stand behind. A vague claim cannot be lifted cleanly, because there is no concrete fact inside it. "Significantly faster" is an opinion. "43 percent faster, measured across 1,200 page loads" is a fact with a shape, a magnitude, and a source. The second one is quotable. The first one is filler.

This is not folklore. The GEO study (Princeton, KDD 2024, arXiv 2311.09735) ran controlled edits on pages across a benchmark of real queries and measured how often each version was surfaced in generative engine answers. Pages rewritten to include statistics, direct quotations, and cited sources were surfaced measurably more often than their vague originals. Treat that as a research finding about what helps, not a guarantee of a ranking, and note that the exact gains varied by query and engine.

The mechanism is intuitive once you see it. Specific, sourced numbers do three things at once: they make a passage self-contained, they make it verifiable, and they make it the kind of sentence an engine can quote without hedging. Adjectives do none of that. So the fix is not to write more. It is to replace claims with evidence.

The fix: replace vague claims with sourced numbers

Go through the page and find every sentence that asserts something is big, fast, common, growing, or better. Each one is a candidate to be replaced with a number. Here is the order of operations.

The honesty rule is not optional and it overrides everything above: never fabricate a statistic. If you do not have a real number for a claim, do not invent one, do not round a guess into a figure, and do not borrow a number from a source that does not actually say it. A made-up statistic is worse than a vague claim, because the moment a reader checks it your credibility is gone and the page is harder to trust than if you had said nothing. State only numbers you can stand behind and point to. If you are also adding quoted authorities and outbound references while you are in here, see how to add expert quotes that AI will cite and how to add outbound citations that boost AI visibility.

How to verify it: re-audit and check every source

The fix is done when two things are true: the page has real statistic density, and every number on it traces to a source. Confirm both, in this order.

That is the whole bar: density of real numbers, a source behind each one, and a key figure in the passage most likely to be cited. None of it requires more words, only better evidence.

Where this fits in the bigger picture

Statistic density is one lever among several that decide whether a page that should be cited actually is. It sits alongside expert quotes and outbound citations, the other two evidence signals the GEO study found helped, and it depends on the page being readable in the first place. If you are working through all of it, the Fix Library covers each failure in fix order, and for the background on why AI answer engines reward specific, sourced, citable content at all, start with what GEO is.

None of this is a trick. It is the plain version of credibility: say specific things, prove them with real numbers, and show where the numbers came from. The statistic fix just turns the claims you already believe into evidence an engine can quote.

Check your own page

You can audit your statistic density by hand, or you can paste your link into our GEO audit and see in about 30 seconds how citable your evidence is, whether your key number sits in the passage engines quote, and where your claims still run on adjectives. We read your site the way the engines do and print the failures in fix order. Run the full audit in the app.

See how citable your evidence is.

Paste your link. We check your statistic density, whether a key number sits in your answer block, and how quotable your page is. The preview is free.