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— AEO QUESTIONS

How soon will I see results from AEO?

The first movements in the search layer (Perplexity, AI Overviews, citations) show up 30–90 days after publishing the right content; consolidation in the models' memory takes 6–12 months. Anyone promising domination in two weeks is selling something else.

Below: why no position guarantee holds up, how often to re-measure, which KPIs actually show movement, what happens if you postpone for a year, and what the argument for management looks like.

Updated 2026-07-14 · Websem, AEO questions base

Can anyone guarantee appearing in ChatGPT?

No — organic recommendations have no paid or guaranteed channel on any major platform, and non-determinism makes any position guarantee dishonest. Only the actions taken and their measurement can be guaranteed, not the models' behavior.

How often should I re-measure?

Weekly for trend series, monthly for management reporting, plus ad-hoc measurements after major model releases or your own campaigns. Daily only if a tool does it automatically — manually, it isn't worth it.

What KPIs should I track in an AEO program?

The core set: mention rate on purchase-intent prompts (not just brand ones), average position within the answer, mention sentiment, the number of domain citations, share of voice against competitors, plus traffic and conversions from AI referrals. A brand versus non-brand split is mandatory so you don't fool yourself.

What's the risk if I do nothing for 12 months?

The category settles without you: the competitors occupying the answers today become the consensus the models learn and repeat, and dislodging them later costs multiples of what it would have cost to claim an open window. In categories with no AI leader yet, the first-mover advantage is real.

What does the business case for management look like?

Three lines: search volume is migrating to AI (Gartner projects a 25% drop in classic search by 2026); AI traffic converts roughly 4–5 times better; the cost of claiming a category rises with every quarter of delay. Plus your own measurement: today we appear in X% of the answers to our customers' questions.

This question is part of a base of 124 answers about AEO across 12 categories — from how LLMs work to budget, measurement and deliverables.