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Audit AI search visibility.
Passed 17 of 25 test cases with the skill, and 3 of 25 without it.
and 13 more in the full report
14 fixed3 passed either way8 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
Which specialist agent role is assigned to execute AI search analysis, entity optimization, and citation strategy?
| Checked | Without skill | With skill |
|---|---|---|
| Assigns the AEO audit tasks to the seo-specialist agent. | Missed | Passed |
The instructions your model reads when the skill loads.
Evaluate the brand's visibility and accuracy across AI answer engines. Analyze how the brand is cited, described, and recommended by ChatGPT, Perplexity, Google AI Mode (the conversational search surface that became Google's default at I/O 2026 — ~1B MAUs as of May 2026), Google AI Overviews, Gemini, and Microsoft Copilot. Produce optimization recommendations to improve AI visibility.
AI Mode vs AI Overviews — why both matter: AI Overviews are the summary block at the top of a classic Google SERP and trigger on a subset of queries. AI Mode is a conversational tab (and now the default search experience for opted-in users) backed by Gemini 3.5 Flash with deeper reasoning, follow-ups, and a different citation pattern. The two surfaces select different sources for the same query in a large share of cases (internal observation, 05/2026 — "40–60%" is a rough estimate; re-verify against your own probe set). Audit both.
Cross-reference with GSC AI Performance Report (rolled out 3 June 2026): The Google Search Console AI Performance Report (UK rollout first, global to follow) gives you actual impressions in AI Overviews + AI Mode for verified properties. Synthetic probe results from this skill should be reconciled against GSC actuals — see /digital-marketing-pro:gsc-ai-performance for the workflow. Important caveat: the GSC report intentionally excludes click data; click-through attribution must come from GA4 (the new AI Assistant channel group, added 13 May 2026, captures Medium=ai-assistant referrals from ChatGPT/Gemini/Claude; see /digital-marketing-pro:analytics-insights).
Google's official position on AI optimization (Google AI Optimization Guide, updated 15 May 2026): no llms.txt, no AI-specific schema, no separate AI eligibility gate. Pages eligible for snippets in classic Search are eligible for AI Features. Don't manufacture work around fictional ranking factors — /digital-marketing-pro:aeo-geo documents what does work (entity consistency, citation-worthy snippets, knowledge graph alignment).
Information Agents (Google AI Pro / Ultra, summer 2026 launch): Google announced at I/O 2026 a new class of persistent agents that continuously monitor web / news / real-time data for subscribers and deliver synthesized updates with actionable capabilities. Once these go live, they become a 7th probe target for this skill (alongside ChatGPT / Perplexity / AI Mode / AI Overviews / Gemini / Copilot). Until then, treat AI Mode as the proxy — agents are powered by the same Gemini 3.5 Flash backbone. Source: blog.google/search-io-2026.
The user must provide (or will be prompted for):
~/.claude-marketing/brands/_active-brand.json for the active slug, then load ~/.claude-marketing/brands/{slug}/profile.json. Apply brand voice, compliance rules for target markets (skills/context-engine/compliance-rules.md), and industry context. Also check for guidelines at ~/.claude-marketing/brands/{slug}/guidelines/_manifest.json — if present, load restrictions and relevant category files. Check for custom templates at ~/.claude-marketing/brands/{slug}/templates/. Check for agency SOPs at ~/.claude-marketing/sops/. If no brand exists, ask: "Set up a brand first (/digital-marketing-pro:brand-setup)?" — or proceed with defaults.A structured AEO audit report containing:
test cases passed, vs 3 / 25 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.