If you don't understand the language, you don't exist in AI search.
The operating vocabulary for ecommerce founders who want to be recommended when buyers ask AI what to buy.
105 terms
ACP (Agentic Commerce Protocol)
TechnicalOpen standard co-developed by OpenAI and Stripe for AI-mediated commerce.
Original ChatGPT Instant Checkout was deprecated March 2026 — ACP now powers product discovery and feed integration.
Ad Account
Paid AI SearchThe top-level billing and permissions container for ChatGPT Ads. One Advertiser API key is scoped to one Ad Account.
Everything else (campaigns, ad groups, ads) lives inside it. One key, one account — plan multi-account access deliberately.
Ad Group
Paid AI SearchA campaign-scoped container that holds bidding configuration and contextual targeting hints for ChatGPT Ads.
Bidding lives at the ad-group level, not campaign — that's where you control cost and contextual matching.
Ads Manager
Paid AI SearchOpenAI's web dashboard for advertisers, at ads.openai.com. Opened to all U.S. advertisers May 5, 2026 with no minimum spend.
The May 5 self-serve open is the inflection point — performance-marketing-accessible without enterprise gatekeeping.
Advertiser API
TechnicalOpenAI's programmatic interface to Ads Manager, at https://api.ads.openai.com/v1. Manages campaigns, ad groups, ads, files, and insights.
Anything you can do in Ads Manager you can automate via the API — required for any serious ChatGPT Ads operation at scale.
AEO
GEO / VisibilityAnswer Engine Optimization. Subset of SEO focused on featured snippets, voice answers, and direct-answer content.
Implicit in good GEO work but insufficient on its own — AEO targets extraction, GEO targets recommendation.
Agentic Plan
ShopifyShopify's offering for non-Shopify ecommerce brands to add products to Shopify Catalog and reach AI commerce surfaces.
Non-Shopify brands can access the same AI commerce channels — the moat is catalog quality, not platform.
Agentic Storefronts
ShopifyShopify's sales channel that auto-syndicates merchant catalogs to ChatGPT, Copilot, Google AI Mode, and Gemini.
Auto-enrolled for US-shipping merchants in March 2026 — most owners don't know it's live.
AggregateRating
TechnicalAverage rating across all reviews of a product. Must mirror visible page content.
One of the top signals in ChatGPT's product ranking rubric — products without it are structurally disadvantaged.
AI Commerce Readiness
EcommerceHow prepared a brand is to be discovered, understood, and recommended by AI.
Most stores fail before they even enter consideration.
AI Search
AI SearchA system where users ask questions and receive direct answers instead of links.
You're no longer competing for clicks. You're competing for inclusion in answers.
AI Visibility
GEO / VisibilityHow often your brand appears in AI-generated answers.
No visibility = no demand. There is no page 2 in AI.
Archived
Paid AI SearchTerminal status for any campaign, ad group, or ad. Irreversible — distinct from paused.
Once archived, you can't recover the entity. Use paused for temporary stops; archive only when you're done with it forever.
Attribution Gap
MeasurementThe inability to accurately track conversions from AI-driven interactions.
You'll under-measure impact and kill winning strategies too early.
Bidding Config
Paid AI SearchThe ad-group object that sets billing_event_type (currently only impression) and max_bid_micros — the bid ceiling.
The advertiser-controlled lever in ChatGPT's auction. Set max_bid_micros against the May 2026 $3-5/click CPC band.
Bing
AI SearchMicrosoft's search engine. 87% of ChatGPT search citations match Bing top organic results per Seer Interactive.
Bing ranking is a proxy for ChatGPT and Copilot citation likelihood.
Brand-Owned Content
GEO / VisibilityContent on domains your brand controls — your store, your blog, your owned social accounts.
Necessary but not sufficient — AI engines discount brand-owned sources relative to third-party earned media.
Brand: Benefit Formula
Paid AI SearchHeadline pattern for ChatGPT Ads creative that consistently outperforms alternatives per Adthena's 2026 data.
ChatGPT Ads have narrow creative constraints — using the wrong headline format wastes spend.
Campaign
Paid AI SearchThe top-level container for budget, scheduling, and geographic targeting in ChatGPT Ads. Contains ad groups, which contain ads.
Hierarchy: Ad Account → Campaigns → Ad Groups → Ads. Budget + geo targeting = campaign level; bidding = ad group level.
Canonical Tag
TechnicalHTML link element specifying the authoritative URL for a page with multiple URL variants.
Critical for Shopify variant URLs (?variant=) — without it, AI engines may index the wrong URL.
Chat Card
Paid AI SearchThe only ad creative type currently supported in ChatGPT Ads. Title (3-50 chars), body (≤100 chars), image (file_id), target URL.
Display-style sponsored placement for now; OpenAI has hinted at interactive formats next. Brand: Benefit headline pattern outperforms display transplants.
ChatGPT
AI SearchOpenAI's generative search and assistant product. The largest AI commerce surface as of May 2026, with ~700M+ weekly active users.
The primary surface where product recommendations happen at scale — being cited here matters most.
ChatGPT Ads
Paid AI SearchOpenAI's paid AI-search inventory. Sponsored placements adjacent to organic answers.
The only AI-native paid layer at meaningful scale in May 2026 — ~50,000 daily placements per Adthena.
Citation Rate
MeasurementThe percentage of prompts where your brand's URL is cited as a source. Distinct from mention rate.
URL citation is the strongest signal of AI-engine trust in your content.
Claude
AI SearchAnthropic's conversational AI. Offers web search with citations; no native commerce as of May 2026.
Cross-language citation stability makes it valuable for multi-market brands.
ClaudeBot
TechnicalAnthropic's retrieval crawler for Claude.
Must be allowed in robots.txt for your store to appear in Claude's cited answers.
Contextual Relevance Score (CRS)
Paid AI SearchChatGPT Ads' equivalent of Google Quality Score. The implicit ranking signal OpenAI uses to match ads to chats. Trade-press term — OpenAI hasn't published the algorithm.
Brands with weak CRS pay the tax — higher CPCs, worse placement, lower-quality conversations. Foundation work compounds here.
Conversational Commerce
AI SearchBuying behavior driven by dialogue instead of browsing.
Users don't 'search and click' anymore. They ask, refine, and decide.
Conversational Intent
AI SearchUser intent expressed through natural language, including context, constraints, and preferences.
This replaces keyword targeting completely.
Conversions API (CAPI)
MeasurementOpenAI's server-to-server endpoint for sending conversion events to ChatGPT Ads. Recommended alongside the JavaScript Pixel. Host: bzr.openai.com.
Server-side attribution is the only way to survive ad blockers and missing client events. Dual-ship pixel + CAPI with shared event_id.
Core Web Vitals
TechnicalGoogle's page experience metrics: LCP, CLS, INP. Affects both Google ranking and AI crawl reliability.
Slow, shifting pages are deprioritized by crawlers — poor vitals mean less frequent re-indexing.
Cornerstone Content
GEO / VisibilityHigh-traffic, high-authority pages (buying guides, comparison pages, category hubs) that anchor topical authority.
These pages need quarterly refresh to maintain citation rates — they decay faster than product pages.
Decay Window
GEO / VisibilityThe 13-week half-life and 27-week cutoff for unrefreshed content's AI citation rate.
Content published and left alone loses most of its citation rate within a quarter.
Decision Economy
AI SearchA market where value is created by influencing decisions, not generating traffic.
Traffic is no longer the bottleneck. Decisions are.
Decision-Layer Advertising
Paid AI SearchAds that appear after or alongside AI-generated decisions.
The decision already happened. You're influencing what happens next.
Deduplication
MeasurementThe mechanism that prevents the same ChatGPT Ads conversion being counted twice when the pixel and CAPI both fire. Matched on Pixel ID + event name + event_id.
Generate event_id on your side and pass it to both pixel and CAPI — that's how OpenAI knows the events are the same conversion.
Double Parked
Paid AI SearchA phenomenon where the same advertiser appears in both organic and paid results in ChatGPT for the same prompt.
Brands that are both organically cited and running ads get double exposure — the highest-value ChatGPT Ads outcome.
Earned Media
GEO / VisibilityThird-party authoritative sources mentioning your brand — Reddit threads, YouTube reviews, niche blogs, listicle placements.
AI engines weight earned media heavily over brand-owned content per Chen et al. 2025.
Feed Quality
Product DataAccuracy, clarity, and completeness of product data — titles, attributes, images.
Bad inputs = invisible products.
Free tier
Paid AI SearchOne of the two ChatGPT plans (along with Go) that may show ads. Plus, Pro, Business, Enterprise, and Edu tiers do not show ads.
Your ChatGPT Ads only reach Free + Go users. Plus/Pro buyers see organic recommendations only — CRS still matters there.
Freshness Decay
GEO / VisibilityThe drop in AI citation rates as content ages. Pages not updated within 90 days lose 40–60% of their citation rate.
Publishing once and leaving content stale is the single most common GEO failure pattern.
Gemini
AI SearchGoogle's standalone AI app, sharing AI Mode infrastructure for shopping queries.
Shares ranking signals with Google AI Mode — optimizing for one largely covers the other.
GEO (Generative Engine Optimization)
GEO / VisibilityThe practice of shaping how AI models understand and recommend your brand.
SEO was about ranking pages. GEO is about being selected.
Go tier
Paid AI SearchA paid ChatGPT plan that may show ads. Plus, Pro, Business, Enterprise, and Edu do not show ads.
Contradicts the assumption 'paid users see no ads' — Go is paid + ad-supported. Free + Go are the ad surface.
Google AI Mode
AI SearchGoogle Search's generative answer layer, expanded through 2026. Runs on Universal Commerce Protocol for shopping.
Highest reach of any AI search surface for product queries — requires structured data and UCP integration.
Google Business Profile
GEO / VisibilityGoogle's local-business listing. Anchors NAP consistency for AI confidence scoring.
NAP consistency across the web is an entity trust signal — inconsistency creates AI citation hesitation.
Google-Extended
TechnicalGoogle's signal for whether a site allows Bard/Gemini to use its content for training. Distinct from Googlebot.
Blocking it may reduce Gemini training exposure — separate from standard Google crawling.
GPTBot
TechnicalOpenAI's training crawler. Visits sites to collect data for model training.
Can be blocked while keeping OAI-SearchBot allowed — blocking it affects future model training, not current search.
Hreflang
TechnicalHTML attribute specifying language and region for a page version.
Wrong hreflang routes ChatGPT US users to EU PDPs with wrong currency — a silent revenue killer.
Hydration
TechnicalThe process of attaching JavaScript event handlers to server-rendered HTML in the browser.
JSON-LD injected during hydration is invisible to first-pass AI crawlers.
Hydrogen
ShopifyShopify's React-based headless storefront framework. SSR by default.
Stronger AI-readiness than legacy Liquid themes for high-volume catalogs with complex data requirements.
Inclusion Rate
MeasurementPercentage of relevant AI queries where your brand is mentioned.
This is your new impression share — and your new measure of dominance.
Insights
MeasurementChatGPT Ads' reporting endpoints — same envelope at four scopes: ad_account, campaign, ad_group, ad. Returns delivery + cost + conversion metrics.
Pull insights from the API for incrementality testing — last-touch attribution from GA4 alone misreads the channel.
Instant Checkout
TechnicalOpenAI's deprecated in-ChatGPT checkout feature. Launched September 2025, deprecated March 24, 2026.
Replaced by link-out to merchant + retailer Apps — the commerce model shifted from inside-ChatGPT to adjacent.
JavaScript Pixel
MeasurementChatGPT Ads' browser-side measurement SDK. Initialised with oaiq("init", { pixelId: "..." }). Captures oppref from landing-page URLs and stores it in __oppref cookie.
Required for client-side conversion attribution. Pair with CAPI for full coverage when ad blockers strip the pixel.
JSON-LD
TechnicalJavaScript Object Notation for Linked Data. Google's recommended structured data format, embedded in script blocks.
The machine-readable layer AI engines use to understand products, prices, ratings, and policies.
Liquid
ShopifyShopify's templating language and theme system. Server-rendered by default.
Adequate for most $100k+/mo stores when configured correctly — switching to Hydrogen is rarely the bottleneck.
Listicle
GEO / Visibility"Best of" articles ranking products in a category. A critical earned-media surface for AI citation.
AI engines heavily cite listicles in product recommendations — not appearing in top listicles is a major gap.
LLMO
GEO / VisibilityLarge Language Model Optimization. Speculative discipline targeting inclusion in foundation-model training data.
Out of scope — training data influence operates on timelines and mechanisms outside practitioner control.
llms.txt
TechnicalA proposed plain-text file aimed at giving AI systems a site summary. Not adopted by any major AI provider as of May 2026.
Skip implementation — Google, OpenAI, and Anthropic don't use it. Focus on robots.txt and JSON-LD instead.
Long-Running Session
AI SearchA multi-turn conversation in ChatGPT. OpenAI considers overall context and user experience before serving an ad in long sessions.
Different ad-trigger logic than first-prompt commercial queries. Long sessions are guarded by UX heuristics — not every commercial intent gets an ad.
MCP (Model Context Protocol)
TechnicalAnthropic's open standard for connecting AI assistants to data sources and tools.
Used in agentic commerce architectures to give AI agents access to real-time inventory and product data.
Mention Rate
MeasurementThe percentage of prompts where your brand name appears in the AI's answer, cited or not.
Useful for tracking brand awareness in AI answers before citation authority is established.
MER (Marketing Efficiency Ratio)
MeasurementTotal revenue divided by total marketing spend.
Platform attribution will break. MER won't.
MerchantReturnPolicy
TechnicalSchema for return windows, conditions, and methods.
AI engines surface return policy in product comparisons — unstructured policy pages are invisible.
Micros
TechnicalMillionths of the main currency unit. The Advertiser API uses micros for lifetime_spend_limit_micros and max_bid_micros. $1.00 = 1,000,000 micros.
The most common Advertiser-API integration bug. Conversion events use integer-in-lowest-denomination ($129.99 → 12999); API budgets/bids use micros. Two conventions, two contexts.
Microsoft Copilot
AI SearchMicrosoft's AI assistant, Bing-backed for search. Launched Copilot Checkout in January 2026.
Strong Bing organic ranking directly feeds Copilot citations — 87% of results overlap per Seer Interactive.
NAP
GEO / VisibilityName, Address, Phone — the trio that must match exactly across all web references.
Inconsistent NAP signals entity ambiguity — AI engines are less confident recommending ambiguous brands.
OAI-SearchBot
TechnicalOpenAI's retrieval crawler powering ChatGPT search results in real time.
Blocking it removes your store from ChatGPT search entirely — the most damaging accidental block.
Offer Schema
TechnicalNested under Product schema. Required fields: price, priceCurrency, availability.
Real-time price and availability are the two signals AI engines weight most in purchase recommendations.
OfferShippingDetails
TechnicalSchema for shipping cost, regions, and timing.
ChatGPT's ranking rubric weights shipping clarity — unstructured shipping info is a scoring gap.
oppref
MeasurementOpenAI's privacy-preserving ad-click identifier. Captured from the landing-page URL on click, stored in the __oppref first-party cookie. Required on Conversions API events when available.
The replacement for cookie-based click IDs. Forward oppref from the landing page to your CAPI events or attribution breaks.
Organization Schema
TechnicalSchema for the merchant entity itself. Holds brand-level signals: logo, sameAs links, contact info.
Entity-level trust is separate from page-level trust — Organization schema anchors your brand in AI knowledge graphs.
Paid AI Search
Paid AI SearchAdvertising inside AI-driven environments where users ask questions and receive synthesized answers.
You're not buying clicks. You're buying proximity to decisions.
Perplexity
AI SearchAI search engine focused on cited, sourced answers. Operates Shop Like a Pro for product discovery.
Strong current-year citation bias — freshness is critical to appear in Perplexity answers.
PerplexityBot
TechnicalPerplexity's retrieval crawler.
Must be allowed in robots.txt for your store to appear in Perplexity answers.
Pixel ID
MeasurementThe handle that identifies a ChatGPT Ads measurement endpoint. Created in the Conversions tab of Ads Manager. Used by both pixel and CAPI.
Same Pixel ID on both pixel and CAPI is what makes deduplication work. Don't create separate pixels for client and server.
Product Clarity
Product DataHow clearly a product communicates who it's for and why it exists.
If AI can't explain your product, it won't recommend it.
Product Schema
TechnicalSchema.org type for an individual product. Required fields: name, image, offers.
The baseline for AI engine product understanding — without it, AI can't reliably describe your products.
ProductGroup
TechnicalContainer schema for product variants when a single product has multiple SKUs (size, color).
Without it, each variant is treated as an isolated product — fragmenting review and authority signals.
Prompt Cluster
Paid AI SearchA group of real user queries that express the same intent in different ways.
AI doesn't care about keywords. It understands intent patterns. Scaling comes from owning clusters, not single queries.
Prompt Test Set
MeasurementA standardized set of 25 prompts run weekly across all five engines to track GEO performance over time.
Without a consistent test set, you have no baseline — and no way to know if changes are working.
Recommendation Layer
GEO / VisibilityThe stage where AI evaluates options and suggests what to choose.
Only a few brands survive this layer. This is where winners are decided.
Reddit Seeding
GEO / VisibilityAuthentic participation in relevant subreddits to build brand mentions.
Reddit is a top-cited source across all five AI engines — absence from Reddit threads is a visibility gap.
Review Velocity
GEO / VisibilityThe rate at which fresh reviews are added across review platforms. AI engines weight recency.
Stale reviews lose citation weight relative to competitors with recent review activity.
robots.txt
TechnicalThe file at yourdomain.com/robots.txt that tells crawlers which pages they can access.
Must explicitly allow AI retrieval crawlers — accidental blocking removes you from AI search entirely.
sameAs
TechnicalSchema.org property linking your entity to authoritative external identifiers (Wikidata, LinkedIn, Crunchbase).
Highest-leverage entity disambiguation property as of 2026 — prevents AI engines from confusing you with similar brands.
Schema.org
TechnicalThe shared vocabulary for structured data on the web. Maintained jointly by Google, Microsoft, Yahoo, and Yandex.
All GEO-relevant schema uses Schema.org vocabulary — there is no alternative standard.
Self-serve Ads Manager
Paid AI SearchThe May 5, 2026 launch that opened ChatGPT Ads to all U.S. advertisers with no minimum spend, CPC bidding, and a JavaScript Pixel + Conversions API shipped the same day.
The inflection point. ChatGPT Ads went from invitation-only enterprise pilot ($200k+ minimum) to fully open self-serve performance auction in 12 weeks.
SEO
GEO / VisibilityThe discipline of ranking in blue-link search results. Foundation for GEO but not sufficient on its own.
Required hygiene before GEO compounds — but optimizing only for SEO misses the AI recommendation layer entirely.
Server-Side Rendering
TechnicalPages rendered as HTML on the server before delivery. AI crawlers don't execute JavaScript reliably.
If your content loads via JavaScript, AI engines may crawl a blank page.
Shopify Admin
ShopifyThe merchant-facing dashboard. Settings > Sales Channels > Agentic Storefronts is where AI channel toggles live.
First place to check — many merchants have Agentic Storefronts disabled without realizing it.
Shopify Catalog
ShopifyShopify's central product data layer with LLM-enriched attributes. Powers Agentic Storefronts and Shop App.
Catalog quality directly determines how AI engines describe and recommend your products.
Shopify Markets
ShopifyShopify's multi-region selling feature.
Hreflang configuration with Markets is brittle — a common GEO failure point for international brands.
Sitemap.xml
TechnicalXML file listing a site's URLs for crawlers. Shopify auto-generates these.
Pruning low-value URLs prevents AI crawlers from wasting budget on thin pages.
Sponsored
Paid AI SearchThe label OpenAI uses on every ChatGPT ad. Visual separation from the organic answer is mandatory — sponsored content is always distinguishable.
Users read sponsored content as marketing, not as the model's recommendation. Brands cited organically AND running ads get the trust compound.
Sponsored Placement
Paid AI SearchA paid ad slot adjacent to organic AI answer content. Distinct from paid inclusion in the recommendation itself.
Sponsored placements are available; paying to appear in the organic recommendation is not possible.
Stacked Schema
TechnicalMultiple JSON-LD entities nested in a single @graph block — e.g., Product + Offer + AggregateRating + Organization.
Preferred over multiple separate script tags — cleaner for AI parsing and reduces validation errors.
Standard Event
MeasurementAny of the named conversion events in OpenAI's published taxonomy: page_viewed, contents_viewed, items_added, checkout_started, order_created, lead_created, etc. The opposite is a custom event.
Use standard events whenever they fit — OpenAI's optimization models train on them. Custom events work but lose the head-start.
Targeting
Paid AI SearchChatGPT Ads' campaign-level country include/exclude lists. Default is all countries when omitted. Ad-group-level targeting is contextual hints, not demographics.
Geographic targeting only — no audience or interest segments. ChatGPT chooses placement based on the conversation, not who's reading it.
Trustpilot
GEO / VisibilityIndependent review platform commonly cited by AI engines.
AI engines treat Trustpilot as a trusted third-party authority — it's a citation surface, not just a badge.
UCP (Universal Commerce Protocol)
TechnicalOpen standard co-developed by Shopify and Google for agentic commerce, covering discovery through post-purchase.
Powers Google AI Mode and Gemini shopping — broader scope than ACP.
Zero-Click Economy
AI SearchAn environment where decisions happen without visiting websites.
Your site is no longer where persuasion happens. It's where execution happens.
FAQ
Common questions.
Google shows options.
AI makes decisions.
We make sure you're the one it chooses.
4 emails a week. I'm building this list because I'll eventually sell you an audit and a course. That's the deal.