Are SEO and GEO the same job?

No. SEO optimizes for crawler ranking and click-through on search results. GEO optimizes for extractable, citable answers on generative engines. AMS runs both in the SEO/GEO SITE loop, then gates with CORE-EEAT and CITE.

What Semrush number is on this page?

The US query “seo vs geo” is Semrush volume 1900 / KD 29 (research date 2026-09-03), already locked in /use-cases/geo. It is a bridge keyword, not a ranking guarantee.

Which skills should I run first?

Survey with keyword-research / serp-analysis, implement with content-writer plus geo-content-optimizer, then tune with content-quality-auditor (CORE-EEAT) and evaluate domain trust with domain-authority-auditor (CITE).

Docs/SEO/GEO/Guide

SEO vs GEO: two jobs, one SITE loop

SEO is ranking and click-through in search results.GEO (generative engine optimization) is citation-readiness for AI answers. They share a survey → implement → tune → evaluate loop in Aaron Marketing Skills — they are not the same intent and not a ranking promise.

Bundle v20.1.0 · page reviewed 2026-09-04· Editorial policy

Install skillsnpx skills add …Hire AI Staff

More install paths (Claude marketplace, Portable Lite, SkillHub…)

TL;DR

SEO = SERP rank + CTR. GEO = extractable, sourced, quotable answers for AI engines.
AMS keeps both in /skills/seo-geo (SITE loop), then ships only after CORE-EEAT / CITE.
Bridge query “seo vs geo”: Semrush US volume 1900 / KD 29 · research date 2026-09-03 · not a ranking guarantee.

Standalone definitions

CORE-EEAT-aware: each definition is a 25–50 word block an engine can lift without surrounding context (geo-content-optimizer C02 pattern).

SEO

Search engine optimization is the practice of making a page crawlable, relevant, and trustworthy enough to rank in a search engine results page and earn a click. Success is measured in rankings, impressions, and clicks — not AI citations.

GEO

Generative engine optimization is the practice of making a page extractable and citable by AI answer engines (ChatGPT, Perplexity, AI Overviews, Gemini, Claude, Copilot). Success is citation-readiness — a proxy, not a guaranteed surfacing.

What each job optimizes

Dimension	SEO	GEO
Primary surface	Organic SERP listings	AI answers / overviews / chat citations
Implement skill	`content-writer`	`geo-content-optimizer`
Quality gate	CORE-EEAT (publish-readiness)	Same gate, GEO-first items (C02, O03, O05, E01)
Domain trust	CITE via `domain-authority-auditor` — 40 items, veto T03 / T05 / T09
What we do not claim	Rank #1	Unprompted AI citation

Operator play: /use-cases/geo. Peer matrix: /matrices/seo-geo.

CORE-EEAT and CITE before ship

GEO copy is not “done” when it sounds citable. Run content-quality-auditor (CORE-EEAT, 80 items) and remediate FIX/BLOCK before publish. When domain context matters, rundomain-authority-auditor (CITE). Label every figure Measured / User-provided / Estimated.

Next: What is GEO· GEO tools· Install· Docs

FAQ

Are SEO and GEO the same job?: No. SEO optimizes for crawler ranking and click-through on search results. GEO optimizes for extractable, citable answers on generative engines. AMS runs both in the SEO/GEO SITE loop, then gates with CORE-EEAT and CITE.
What Semrush number is on this page?: The US query “seo vs geo” is Semrush volume 1900 / KD 29 (research date 2026-09-03), already locked in /use-cases/geo. It is a bridge keyword, not a ranking guarantee.
Which skills should I run first?: Survey with keyword-research / serp-analysis, implement with content-writer plus geo-content-optimizer, then tune with content-quality-auditor (CORE-EEAT) and evaluate domain trust with domain-authority-auditor (CITE).

These skills assist brand-narrative, SEO/GEO, influencer-marketing, paid-ads, email-marketing, product-launch, and organic-social workflows but do not guarantee rankings, AI citations, traffic, engagement, conversions, ROAS, deliverability, or business outcomes. Compliance checks are guidance, not legal advice.

Operator digest

SEO/GEO operator notes

CORE-EEAT / CITE notes — not a ranking or citation guarantee list.