The only AEO/GEO content audit checklist for SaaS brands testing organic growth via AI search.

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TL;DR

The first 30% of your content generates 44% of all AI citations. Most SaaS content buries its key insight after 800 words of context-setting.

Q&A-formatted H2s correlate with AI citations at +25.45%. Your feature docs and comparison pages are almost certainly not formatted this way.

"Clarity and summarization" is the single strongest citation predictor at +32.83%. That means structured TL;DRs, direct definitions, and stripped hedge words — not longer content.

Named entities (specific tools, product names, study authors, dates) appear in cited text at 3x the density of normal prose. Generic category language kills your chances.

82% of non-Wikipedia pages cited by ChatGPT were updated within the same calendar year. An update cadence is not optional.