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codex · operators · Maja Voje · ins_aeo-is-gtm-capability

AEO is a GTM capability, not an SEO experiment

By Maja Voje · GTM Strategist; Founder of GTM Strategist · 2026-04-17 · essay · AEO — How to Make AI Recommend Your Product

Tier B · TL;DR
AEO is a GTM capability, not an SEO experiment

Claim

Answer Engine Optimization (AEO) belongs to GTM/PMM ownership, not as an SEO subtask, because the unit of competition shifts from rankings to mentions and the inputs are positioning, narrative, and customer truth, PMM's lane.

Mechanism

SEO competes for SERP slots on a known query. AEO competes for inclusion and brand mention inside a generated answer, which depends on how the brand's claims, comparisons, and category framing are represented across the public corpus the model trained on or retrieves from. Those inputs, positioning, comparative framing, named alternatives, customer-language vocabulary, are PMM artifacts. If SEO or growth eats AEO first, the work optimizes for chunker-friendly text and misses the positioning and narrative levers that drive mention rate.

Conditions

Holds when:

Fails when:

Evidence

"In SEO, you compete for rankings. In AEO, you compete for mentions."

"AEO isn't a content thing or an SEO experiment. It's a GTM capability."

· Maja Voje, AEO: How to Make AI Recommend Your Product, https://knowledge.gtmstrategist.com/p/aeo-how-to-make-ai-recommend-your-product, 2026-04-17

Signals

Counter-evidence

Mike King's relevance engineering frame (The unit of optimization is the passage, not the page) treats AEO as an information-retrieval engineering problem, which would slot it under technical SEO or a dedicated retrieval team. Both readings can be true: PMM owns positioning and mention-rate strategy; technical SEO owns passage engineering and structured data. The risk is letting one function eat the other.

Cross-references

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