When the user wants to find the prompts where their brand should be cited in AI answers but isn't — and who owns the answer instead — prioritized by AI search volume so content can attack the biggest gaps first. Also use on "AI answer gap," "AI content gap," "where am I missing from AI answers," "what prompts am I losing in AI," "GEO content gaps," "prompts I should own but don't," or "find my AI visibility gaps." For the full diagnostic audit, see ai-visibility-audit. For ongoing tracking, see llm-mention-tracking.
When the user wants to know whether their brand or domain is cited in AI answers — AI Overviews, ChatGPT, or AI search — for the queries that matter, and how they stack up against competitors. Also use on "AI visibility audit," "am I cited in AI answers," "do I show up in ChatGPT," "AI Overviews audit," "GEO audit," "answer engine audit," "AEO audit," "why isn't my brand in AI results," or "who gets cited instead of me." The GEO equivalent of an SEO audit. For ongoing mention tracking, see llm-mention-tracking. For prioritizing the gaps, see ai-answer-gap.
When the user has AI visibility, GEO, AI answer gap, or AI citation evidence and wants a prioritized plan to improve where the brand is cited or mentioned in AI answers. Also use on "AI visibility fixes," "AI visibility fix plan," "generative engine optimization fixes," "AI citation fixes," "answer engine optimization fixes," "fix AI answer gaps," or "how do we get cited in ChatGPT/AI Overviews." For finding gaps from scratch, run ai-visibility-audit or ai-answer-gap first.
When the user wants to track how often their brand or domain gets mentioned across ChatGPT and AI search engines over a set of prompts, and how that share of voice compares to named competitors over time. Also use on "LLM mention tracking," "track AI mentions," "share of voice in AI," "AI share of voice," "brand mentions in ChatGPT," "am I being mentioned more or less," "AI visibility trend," or "monitor AI citations over time." For a one-time audit of a prompt set, see ai-visibility-audit.
When the user wants to track a named competitor's launch or announcement and the public reaction to it across X, LinkedIn, YouTube, Reddit, and news. Also use on "competitor launch monitor," "what did [competitor] just ship," "track [competitor]'s announcement," "how is [competitor]'s launch landing," "competitor product launch," "monitor competitor news," "watch a competitor," "competitor reaction," or "is [competitor]'s launch working." For a full standing profile of the competitor, see competitor-profiling.
When the user wants to research, profile, or analyze a competitor from its public footprint — site, search/SEO, backlinks, social, and positioning. Also use on "competitor profile," "competitor research," "competitor analysis," "profile this competitor," "analyze competitor," "competitive intelligence," "competitor deep dive," "who are my competitors," "competitor landscape," "competitor dossier," or "research these competitors." Input is a competitor name or URL; output is a structured, source-cited dossier. For tracking a specific launch and its reception, see competitor-launch-monitor.
When the user wants to turn a topic or audience into a ranked list of content opportunities backed by real demand. Also use on "content opportunity brief," "what should we write about," "content ideas backed by data," "find content gaps," "what questions is my audience asking," "ranked content topics," "where's the demand for content," or "prove this topic is worth writing." Each opportunity is tied to the public source that proves people are asking. For the broader plan (pillars, cadence), see content-strategy. For the underlying audience language, see customer-research.
When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content strategy," "what should I write about," "content ideas," "blog strategy," "topic clusters," "content planning," "editorial calendar," "content marketing," "content roadmap," "content pillars," or "I don't know what to write." Use this whenever someone needs help deciding what content to produce — grounded in real public demand, not guesswork. For a single ranked opportunity list, see content-opportunity-brief. For the audience language behind it, see customer-research.