AEO Recommendations: Estimated Citation Lift

This was the argument of the morning, and it is worth having. The skeptical read: a projected citation lift does not mean anything you can bank. So much of whether a citation actually lands depends on the quality of what you go and produce that the number risks being actively misleading. Volume would be the more concrete thing to know — what is the search volume behind this AEO topic — and that is not what you are being shown.

The counter is that volume is even more made up in this context. We are not in a keyword economy anymore; the strength of these platforms is exactly what makes query volume hard to estimate. And if Google — thirty years in and maximally incentivised to publish reliable search volume, because they want you making content and buying ads — still cannot make those numbers trustworthy, nobody should expect a clean answer for AI platforms.

The positive case is narrower and holds up: order of magnitude is useful. When you sort the list and see a plus-fifty percent next to a plus-zero-point-nine percent, that is a real signal about where to spend, especially when the recommendations span blog, LinkedIn, Reddit, YouTube and site content and each has a wildly different cost to produce. A fifty percent lift on a YouTube video you have never made is a very different decision from fifty percent on a long-form guide already in progress.

Two cautions. The precision is overstated — a decimal place on a modeled projection invites more confidence than it has earned, and squiggly-equals or less-than framing would serve people better. And do not put estimated citation lift in front of anyone above director level. The moment a leader sees plus-fifty percent, the next thing that happens is "get on that" for a format the team has never produced, the output is rushed, and the lift never arrives — not because the play was wrong, but because a plus-fifty percent means a YouTube video actually worth citing, with production values the market expects and content the audience wants. The tool is not to blame for that. Every powerful tool is dangerous used carelessly. But the label says "concrete signal," and that word is doing more than it should.