Learn how AI turns life context into buying intent.
Everything we know about Contextual AI Presence Mapping, the new category beneath SEO, GEO, and AEO. Read the primer, scan the glossary, get the FAQ, or dive into the long reads.
Two pieces every marketer should read.
What is Contextual AI Presence Mapping?
A category-defining primer on CAPM, the framework beneath every brand's AI strategy. How it differs from SEO, GEO, and AEO, and why it exists now.
Read the primer → Report · Q1 2026The Life Moments Report 2026
Our benchmark of how AI is responding to life-moment conversations across 17 categories. Inferred-need graphs, source authority rankings, and recommendation pathways.
Read the research →The Aethon library.
Why AI doesn't behave like search.
The structural shift from query-and-retrieve to context-and-infer, and what it means for every brand on the internet.
FrameworkThe anatomy of a life moment.
Canonical moments, phrasing variations, sub-moments, urgency windows. How to think about the conversational signal an AI is responding to.
OperatorMapping your inferred-need graph.
An operator-level walkthrough of how AI fans a single moment into a dozen purchase categories, and how to read which ones matter for you.
FrameworkThe five-stage recommendation pathway.
From moment recognition to decision support. Where you enter, where you drop out, and what the first-brand-appearance rate actually predicts.
OperatorReading source influence in AI answers.
Which domains AI actually cites, how to find them, and how to land in the citations themselves. A practical operator guide.
StrategyThe CMO’s guide to AI Demand Intelligence.
How to brief your board, your team, and your agencies on a category they haven’t seen before. KPIs, org structure, budget arguments.
How Aethon stacks up.
Aethon vs. Profound
Server-side AI bot tracking vs. contextual presence mapping. Where they overlap, where they diverge.
See the comparison → vs.Aethon vs. Peec AI
Visibility scoring on direct queries vs. moment-and-need-graph intelligence.
See the comparison → vs.Aethon vs. Athena HQ
AI engine analytics vs. the upstream conversational layer they sit on top of.
See the comparison → vs.Aethon vs. Otterly
Keyword-style AI search visibility vs. context-and-moment-style demand intelligence.
See the comparison →The vocabulary of CAPM.
A working list of the terms we use most. Bookmark it.
- Contextual AI Presence Mapping (CAPM)
- The practice of measuring and shaping how AI models recommend brands across the moments that drive customer decisions. The category beneath SEO, GEO, and AEO.
- Moment
- A life event or business transition a customer reveals to AI before any product query, “we just got engaged,” “new VP of Sales,” “my mom keeps falling.” The trigger AI uses to infer downstream needs.
- Moment Library
- A vertical-specific taxonomy of canonical moments, their phrasing variations, urgency windows, and downstream categories.
- Inferred-Need Graph
- For a given moment, the set of purchase categories AI is most likely to introduce next, with confidence scores, sequence, and urgency.
- Recommendation Pathway
- The five-stage funnel AI runs from moment recognition through decision support: recognition → need expansion → category narrowing → brand consideration → recommendation.
- Source Authority
- The specific domains, review platforms, communities, and analysts an AI model cites when it makes a recommendation in a given category.
- Share of Recommendation
- The percentage of relevant moment-pathway combinations in which a brand is named by AI. The metric that replaces share of voice in the AI layer.
- First-Brand Appearance Rate
- How often a brand is the first one AI names in a given pathway. The strongest predictor of downstream conversion.
- Readiness Score
- A composite, moment-specific score across nine dimensions of how well-positioned a brand is to be recommended for a given life moment.
- Brand-of-Record
- The brand AI defaults to in a given moment-category pair. A slot that's up for grabs once per category, then defended.
Common questions.
How is CAPM different from SEO?
SEO optimizes for keyword queries on a search engine. CAPM operates one layer earlier, on the conversational context a customer reveals to AI before any query is ever typed. The work is mapping moments and inferred needs, not ranking on a SERP.
How is CAPM different from GEO or AEO?
GEO and AEO optimize for direct product queries inside an AI engine (“best CRM for SaaS”). CAPM operates upstream of those queries, on the life moment AI uses to infer the product category in the first place (“we just got a new VP of Sales”).
Do I need to rip out my existing AI visibility tool?
No. Aethon is built to stand alone if you don't have one and to sit above the stack if you do. We don't pick a feature fight with your current GEO or SEO suite.
Which AI models do you cover?
ChatGPT, Claude, Gemini, and Perplexity at launch. Live monitoring across all four, with regular refreshes of the moment libraries and source-authority maps.
How long until we see results?
Median time from onboarding to first measurable lift in share of recommendation is about two weeks. The biggest gains come from closing source-authority gaps and shipping the moment-specific content the Action Engine queues.
What's the smallest team Aethon works with?
The Starter plan is sized for founder-led or two-person marketing teams. The Pro plan is the sweet spot for growth teams of 5, 25. Larger orgs are on the Business or Enterprise tiers.
How does Aethon handle data and privacy?
Aethon is a market-intelligence platform , we model AI behavior in aggregate, we do not read individual users' conversations. The data we work with is the recommendation behavior of the model, not the prompts of the people talking to it. We treat customer data with the same care we'd want for our own.
How does pricing work?
Four plans: Starter ($199/mo), Pro ($399/mo), Business ($799/mo), and Enterprise (custom). Each plan adds more brands, more competitors, more locations, and more of the Action Engine's auto-publishing capacity. See the pricing page for the full breakdown.
Want to talk it through with us?
Skip the reading and book a working session. We'll walk your category through the moment library, show you what AI is naming, and tell you the three highest-leverage actions to take next.