Glossary

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

A

ACP (Agentic Commerce Protocol)

Technical

Open 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 Search

The 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 Search

A 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 Search

OpenAI'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

Technical

OpenAI'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 / Visibility

Answer 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

Shopify

Shopify'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

Shopify

Shopify'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

Technical

Average 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

Ecommerce

How prepared a brand is to be discovered, understood, and recommended by AI.

Most stores fail before they even enter consideration.

AI Visibility

GEO / Visibility

How often your brand appears in AI-generated answers.

No visibility = no demand. There is no page 2 in AI.

Archived

Paid AI Search

Terminal 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

Measurement

The inability to accurately track conversions from AI-driven interactions.

You'll under-measure impact and kill winning strategies too early.

B

Bidding Config

Paid AI Search

The 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 Search

Microsoft'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 / Visibility

Content 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 Search

Headline 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.

C

Campaign

Paid AI Search

The 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

Technical

HTML 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 Search

The 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 Search

OpenAI'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 Search

OpenAI'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

Measurement

The 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 Search

Anthropic'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

Technical

Anthropic'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 Search

ChatGPT 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 Search

Buying behavior driven by dialogue instead of browsing.

Users don't 'search and click' anymore. They ask, refine, and decide.

Conversational Intent

AI Search

User intent expressed through natural language, including context, constraints, and preferences.

This replaces keyword targeting completely.

Conversions API (CAPI)

Measurement

OpenAI'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

Technical

Google'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 / Visibility

High-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.

D

Decay Window

GEO / Visibility

The 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 Search

A market where value is created by influencing decisions, not generating traffic.

Traffic is no longer the bottleneck. Decisions are.

Decision-Layer Advertising

Paid AI Search

Ads that appear after or alongside AI-generated decisions.

The decision already happened. You're influencing what happens next.

Deduplication

Measurement

The 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 Search

A 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.

E

Earned Media

GEO / Visibility

Third-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.

F

Feed Quality

Product Data

Accuracy, clarity, and completeness of product data — titles, attributes, images.

Bad inputs = invisible products.

Free tier

Paid AI Search

One 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 / Visibility

The 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.

G

Gemini

AI Search

Google'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 / Visibility

The 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 Search

A 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 Search

Google 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 / Visibility

Google'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

Technical

Google'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

Technical

OpenAI'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.

H

Hreflang

Technical

HTML 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

Technical

The 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

Shopify

Shopify's React-based headless storefront framework. SSR by default.

Stronger AI-readiness than legacy Liquid themes for high-volume catalogs with complex data requirements.

I

Inclusion Rate

Measurement

Percentage of relevant AI queries where your brand is mentioned.

This is your new impression share — and your new measure of dominance.

Insights

Measurement

ChatGPT 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

Technical

OpenAI'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.

J

JavaScript Pixel

Measurement

ChatGPT 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

Technical

JavaScript 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.

L

Liquid

Shopify

Shopify'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 / Visibility

Large 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

Technical

A 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 Search

A 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.

M

MCP (Model Context Protocol)

Technical

Anthropic'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

Measurement

The 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)

Measurement

Total revenue divided by total marketing spend.

Platform attribution will break. MER won't.

MerchantReturnPolicy

Technical

Schema for return windows, conditions, and methods.

AI engines surface return policy in product comparisons — unstructured policy pages are invisible.

Micros

Technical

Millionths 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 Search

Microsoft'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.

N

NAP

GEO / Visibility

Name, 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.

O

OAI-SearchBot

Technical

OpenAI'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

Technical

Nested 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

Technical

Schema for shipping cost, regions, and timing.

ChatGPT's ranking rubric weights shipping clarity — unstructured shipping info is a scoring gap.

oppref

Measurement

OpenAI'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

Technical

Schema 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.

P

Perplexity

AI Search

AI 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

Technical

Perplexity's retrieval crawler.

Must be allowed in robots.txt for your store to appear in Perplexity answers.

Pixel ID

Measurement

The 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 Data

How 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

Technical

Schema.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

Technical

Container 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 Search

A 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

Measurement

A 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.

R

Recommendation Layer

GEO / Visibility

The 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 / Visibility

Authentic 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 / Visibility

The 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

Technical

The 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.

S

sameAs

Technical

Schema.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

Technical

The 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 Search

The 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 / Visibility

The 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

Technical

Pages 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.

Share of Model

Measurement

The percentage of relevant prompts in which a brand is cited or mentioned by a given AI engine.

Your primary GEO KPI — the AI equivalent of market share or impression share.

Shopify Admin

Shopify

The 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

Shopify

Shopify'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

Shopify

Shopify's multi-region selling feature.

Hreflang configuration with Markets is brittle — a common GEO failure point for international brands.

Sitemap.xml

Technical

XML 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 Search

The 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.

Stacked Schema

Technical

Multiple 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

Measurement

Any 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.

T

Targeting

Paid AI Search

ChatGPT 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 / Visibility

Independent 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.

U

UCP (Universal Commerce Protocol)

Technical

Open 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.

Z

Zero-Click Economy

AI Search

An 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.