AEO content surged 2,500%. Same advice.

[AEO gets the canonical-guide treatment — complete with the genre's full baggage.]

This piece hits the 80% square: clear definitions, AI-overview mechanics, and the case for structured, cite-ready answers over keyword-stuffed pages. The 20% gets thinner — no passage-level retrieval mechanics, no mention of embedding distinctness or the pillar-vs-chunk false binary. Yes, and: it's a fine primer for the GEO-curious founder (Reader 1), but the senior operator (Reader 2) will find the strategy section a recitation of SEO fundamentals with "AEO" swapped in. A solid on-ramp, not a tactical upgrade.

→ presenceai.app · What is Answer Engine Optimization (AEO)? Complete Guide [2026]

[Checklists have value—if you remember what they leave out.]

Stridec offers a tactical checklist for optimizing content for AI Overviews, covering structure, schema, and format. The danger is mistaking a list for a strategy: no checklist can substitute for the underlying rank position and topical relevance that remain the strongest predictors of citation. Operators should use checklists as a reminder, not a plan.

→ stridec.com · The Complete AEO Optimization Checklist: How to Get Your Content Cited in AI Overviews

The AEO playbook genre: heavy on motivation, light on the 20%.

This guide lands the market context (2B+ queries, 30% AI Overviews) but packages it as another site‑structure checklist. Yes, AEO matters; no, a step‑by‑step that doesn’t distinguish passage‑level retrieval from page‑level ranking misses the work that’s actually new. Operators should treat the framing as a useful awareness primer, then look elsewhere for chunk spacing, embedding distinctness, and off‑Google citation surfaces.

→ ai-search-tools.com · How to Build an AEO Strategy From Scratch in 2026: The Step-by-Step Playbook for Getting Cited in Answer Engines – AI Search Tools

SEO vs AEO: The False Binary That Keeps Getting Reheated

This piece recycles the "SEO is dead, long live AEO" framing that the discourse has been running since 2024 — but at least it lands on "you need both," which is correct. The problem is the mechanism: the article never explains how the two interact at the passage-retrieval level, which is the only place the distinction matters. Yes, and: you need both strategies — but the operator's real work is understanding when a page gets cited for its rank position (classical SEO) versus its embedding distinctness (the new work), and this piece doesn't touch either.

→ brandvm.com · SEO vs AEO: Why You Need Both Search Strategies in 2026 (And How They Work Together)

[SteakHouse’s AEO guide is real — but 80% of it is SEO you already know.]

The article claims entity mapping, FAQ schema, and structured markdown are how you win in answer engines. That’s partially right: schema and markdown improve chunk retrieval. What’s overstated is the novelty — entity mapping is a rebranded topical authority play, and FAQ schema was standard practice before anyone said “AEO.” The operator takeaway is to audit your existing schema and content structure against retrieval patterns before building a new playbook.

→ trysteakhouse.com · How to Implement Answer Engine Optimization Step-by-Step