Citability (proxy)
Hand a live-fetch engine the URL and the target query. Minutes-scale. The skills repo labels this a proxy for ChatGPT / Perplexity / AI Overviews — different indexes, different retrieval.
Generative engine optimization (GEO) is making a page extractable and citable by AI answer engines. In Aaron Marketing Skills that job belongs to geo-content-optimizer, thenCORE-EEAT andCITE — not a hosted “get cited” tool and not a ranking guarantee.
Bundle v20.1.0 · page reviewed · Editorial policy
npx skills add …Hire AI Staffgeo-content-optimizer; ship only after CORE-EEAT.Generative engine optimization is the discipline of structuring owned content so an AI answer engine can lift a standalone definition, a sourced quotable statement, and a factual table without inventing context. Target engines named in the skill: ChatGPT, Perplexity, AI Overviews, Gemini, Claude, Copilot.
Demand: needs_semrush — US volume / KD for “what is generative engine optimization” / “what is GEO” is not locked in-repo. Do not invent.
keyword-research, serp-analysis, content-gap-analysis. Label every volume Measured / User-provided / Estimated / Unknown.content-writer for the page; geo-content-optimizer for 25–50 word definitions, quotable facts, Q&A, FAQ schema that matches visible content.content-quality-auditor (CORE-EEAT, 80 items / 8 dimensions). GEO-first self-check: C02, O03, O05, E01. Veto T04, C01, R10.domain-authority-auditor (CITE, 40 items). Veto T03, T05, T09. Trust labels are explanatory only.Operator sequence: GEO / AI citations use case. Catalog: SEO/GEO skills.
Hand a live-fetch engine the URL and the target query. Minutes-scale. The skills repo labels this a proxy for ChatGPT / Perplexity / AI Overviews — different indexes, different retrieval.
Whether an engine cites you without being handed the URL. Week-scale, crawl-gated, confounded. Outcome deltas need a control group. Not a Day-1 promise.
Related: SEO vs GEO· GEO tools· Install· Docs
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
When the SITE loop or CORE-EEAT GEO items change — not a citation-guarantee list.