The AEO shelf
Every term you'll hear in an AI search conversation, defined in plain English, plus the primary sources worth reading instead of the hot takes about them.
Glossary
Definitions written to be understood, not to sound impressive.
Answer Engine Optimization (AEO)
The practice of making your brand the answer AI engines give. SEO gets you ranked on a results page; AEO gets you named inside the response. Also called GEO (Generative Engine Optimization) — same idea, different acronym.
Answer engine
Any tool that answers a question directly instead of returning links: ChatGPT, Perplexity, Claude, Google AI Overviews, Copilot. The output is a synthesized answer, and brands either appear in it or don't.
Context hint
In ChatGPT's ad platform, a one-to-two-sentence description of the buyer conversation where you want your ad to appear. Replaces keyword targeting; matched to live conversations by meaning. See our ChatGPT ads guide for examples of weak and strong hints.
Entity
A thing the machines can identify without ambiguity: your company, your product line, your founder. AI engines reason in entities, not keywords. If your company's data is inconsistent across the web, you're a fuzzy entity, and fuzzy entities don't get recommended.
Knowledge graph / knowledge panel
Google's structured database of entities and their relationships; the knowledge panel is its visible face on a search results page. Claiming and completing yours is step one of the framework because most AI engines lean on this data.
Citation (in AI answers)
The source link an engine attaches to a claim in its answer. Getting cited is the AEO equivalent of ranking #1. Track which sources get cited for your buyers' questions and aim to be in them.
Prompt tracking
Running a fixed list of buyer questions through AI engines on a schedule and logging whether your brand appears, where, and against which competitors. The prompt generator builds the question list; an hour a month does the rest.
Cost per engagement (CPE)
ChatGPT ads' pricing model: you pay when a user interacts with your ad, not when it's shown. Different from CPC (pay per click) and CPM (pay per thousand impressions).
Schema markup / structured data
Machine-readable labels in your page code that tell engines what things are: this is a product, this is its price, this is a FAQ. Free to add, invisible to visitors, and one of the few AEO levers entirely within your control.
AI Overviews
The AI-generated summary Google places above traditional results. It reaches over 1.5 billion people a month, and it answers many questions so completely that nobody scrolls to the links below — which is why click-through data keeps falling while research keeps happening.
Primary sources worth bookmarking
Read the platforms' own documentation before anyone's commentary on it, including ours.
OpenAI: Testing ads in ChatGPT
The launch announcement — which tiers see ads, how they're labeled, and OpenAI's stated principles for keeping answers independent.
openai.com →OpenAI advertiser signup
Where businesses register interest in the ads platform and get product updates as the pilot expands.
openai.com/advertisers →HubSpot AEO tools
HubSpot's AI search monitoring inside Marketing Hub. Our generator's CSV export is formatted to feed its prompt tracking.
knowledge.hubspot.com →Google: structured data docs
The reference for schema markup that Google (and most engines) actually read. Start with Organization, FAQPage, and Product.
developers.google.com →Wikidata
The open entity database many AI systems draw on. Check what it says about your company; correct it if it's wrong or missing.
wikidata.org →The AEO framework
Our three-step method for turning all of the above into a working plan: entity, seeding, structure.
Read the framework →Want someone to run this for you?
ContextHinter is built by Bootstrap Creative, a Metro Detroit consultancy that has helped B2B companies with HubSpot, Google Ads, and analytics since 2010. We now set up AI search tracking, fix the content and schema gaps it exposes, and manage ChatGPT ad campaigns end to end.
Book a Strategy Call30 minutes with Jake Lett. No pitch deck. You leave with a read on where your brand stands in AI search and what to fix first.
What we cover on the call
- How your brand currently shows up in ChatGPT and Perplexity
- Which competitors AI engines recommend instead — and why
- Whether ChatGPT ads make sense for your pipeline
- A prioritized fix list you can act on with or without us