Generative engine optimization for AI engines (ChatGPT, Perplexity, AI Overviews, Gemini, Claude, Copilot) — the job of geo-content-optimizer.

geo-content-optimizer (seo-geo/implement) plus CORE-EEAT content-quality-auditor and CITE domain-authority-auditor. See references/ai-overview-recovery.md in the skills repo.

Separate intents. The Semrush US query “seo vs geo” (volume 1900 / KD 29, research date 2026-09-03) is a lower-difficulty bridge into survey + implement skills — not a ranking guarantee.

GEO / AI citations

Run geo-content-optimizer to optimize for AI engines, then pass through CORE-EEAT before ship.

This page is for operators who want AI-engine citation plays inside the SEO/GEO discipline — not a general SEO tutorial.

Bundle v20.1.0 · page reviewed 2026-09-03 · Editorial policy

Install skills npx skills add … Hire AI Staff

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

TL;DR

Optimize with geo-content-optimizer, then gate with CORE-EEAT + CITE.
SEO and GEO are separate intents; “seo vs geo” is a bridge keyword only.
No ranking or AI-citation outcome guarantees.

Plays grounded in SKILL.md

Element	Value
Skill	`geo-content-optimizer` (detail)
Gates	CORE-EEAT · CITE
Discipline	SEO/GEO
Bridge keyword	seo vs geo · Semrush US volume 1900 / KD 29 · research date 2026-09-03 · not a ranking guarantee

Suggested sequence

Survey the AI-overview / citation gap (see references/ai-overview-recovery.md in the skills repo).
Implement with geo-content-optimizer for the target engines.
Tune via content-quality-auditor (CORE-EEAT) before publish.
Evaluate domain trust with domain-authority-auditor (CITE) when domain context matters.

Common pitfall: treating GEO copy as “done” without the CORE-EEAT gate — fix by running the auditor and remediating FIX/BLOCK items before ship.

FAQ

What is GEO?: Generative engine optimization for AI engines (ChatGPT, Perplexity, AI Overviews, Gemini, Claude, Copilot) — the job of geo-content-optimizer.
Which skills?: geo-content-optimizer (seo-geo/implement) plus CORE-EEAT content-quality-auditor and CITE domain-authority-auditor. See references/ai-overview-recovery.md in the skills repo.
SEO vs GEO?: Separate intents. The Semrush US query “seo vs geo” (volume 1900 / KD 29, research date 2026-09-03) is a lower-difficulty bridge into survey + implement skills — not a ranking guarantee.

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.

Next steps

Install the staff, open the SEO/GEO discipline, then run the GEO optimizer play above.

SEO/GEO skills → · Install →