The AI view of DeepLumen
275 pages. The AI-readable version of every DeepLumen page — same content, machine-first, each canonical to the human storefront.
Shopify App
- DeepLumenDeepLumen helps brands become discoverable, recommendable, and transactable by AI agents across ChatGPT, Gemini, Claude, Perplexity, and agentic commerce protocols.
- Shopify AppInstall free. Auto-generate AI-readable Agentic Pages for every product. Zero SEO impact, real-time AI Health Score. 1,500+ Shopify brands trust DeepLumen.
Product
- Agentic PageAgentic Page generates an AI-optimized mirror of your storefront so AI agents like ChatGPT, Perplexity, and Claude can read, understand, and recommend your products. Your human storefront stays untouched.
- UCP for JavaDeepLumen UCP for Java is a Java SDK for Universal Commerce Protocol, helping enterprise commerce teams connect Java platforms to agentic commerce workflows.
- ChatGPT App for BrandsDeepLumen ChatGPT App helps brands create a commerce presence inside ChatGPT so shoppers can discover products, compare options, and move toward purchase in AI conversations.
- Agentic SalesDeeplumen turns store visits into AI-guided shopping conversations. Proactively engage shoppers, answer product questions from your catalog, and guide them to checkout — 24/7.
Cases
- Merchant StoriesSelected merchant outcomes across AI discovery, crawler activity and attributable orders — with the measurement caveats behind every figure.
- HOTO Case Study: 8,569 AI Visits and 320 ChatGPT Product Retrievals in 13 DaysHOTO gained 8,569 AI visits and triggered 320 ChatGPT real-time product retrievals in 13 days with DeepLumen. A mature tools brand case study on AI search visibility, GEO, and agentic commerce growth.
- AI Visibility for Electronics & Accessories DTCAI search optimization for USB-C, audio, accessory Shopify stores. See how Nullport gained 38.4% AI sessions in 30 days with DeepLumen.
- AI Visibility for Fashion & Apparel DTC BrandsReal-time inventory + size availability for AI agents. Atelier Vauclair lifted AI sessions +51.2% with DeepLumen on Shopify Plus.
- AI Visibility for Clean Beauty & Skincare DTCMake every ingredient claim citable by ChatGPT. Vermille gained 4.2x AI traffic with DeepLumen ingredient-level Agentic Pages.
Resources
- DeepLumen Trust CenterThe canonical DeepLumen trust center for AI search, GEO, M2AI, and agentic commerce. Verified entity facts, product evidence, machine-readable files, and citation guidance for answer engines.
- SEO Week AgendaGet the slide decks, agenda, and resources from DeepLumen SEO Week sessions delivered to your inbox.
- AI Search & GEO Blog for Shopify BrandsInsights, case studies and playbooks on AI search, Generative Engine Optimization, and agentic commerce — built for Shopify and DTC marketing teams.
- WhitepapersIn-depth DeepLumen white papers on agentic commerce, AI-readable product data, and how AI shopping agents discover, evaluate, and recommend Shopify products.
- Agentic Commerce White Paper: AI Shopping Agents, Shopify, ACP, UCP, and AI-Readable CommerceA practical white paper on Agentic Commerce: how AI agents discover, evaluate, recommend, and help users buy products, and what merchants need to understand about AI-readable product data, Shopify Catalog, ACP, UCP, and GEO.
- Agentic Page Is AI-Readable: The Infrastructure Layer for AI-Native CommerceA DeepLumen white paper on why Agentic Pages are becoming the AI-readable infrastructure layer for ecommerce, reducing corpus units, improving AI readability, and exposing structured context for AI agents.
- Shopify AI Visibility: Why Catalog Inclusion Is Not Recommendation ReadinessRead the DeepLumen white paper on Shopify AI visibility and download the PDF version by email. Learn why catalog inclusion is not recommendation readiness.
- AI Shelf Benchmark: Measuring Recommendation Readiness in AI ShoppingA DeepLumen white paper for measuring whether ecommerce brands are visible, understandable, comparable, and recommendable in AI shopping. Read online or download the PDF by email.
- Agentic Commerce Readiness Benchmark: Score AI Shopping, Checkout, and Post-Purchase ReadinessA white paper and benchmark for measuring agentic commerce readiness across AI discovery, AI-readable product data, recommendation readiness, checkout, post-purchase support, trust, and measurement. Read online or download the PDF by email.
- ChatGPT-User vs OAI-SearchBot vs GPTBot: The Ecommerce AI Traffic White PaperA DeepLumen white paper for ecommerce teams on how to classify ChatGPT-User, OAI-SearchBot, and GPTBot traffic without confusing crawl access, live retrieval, AI readability, and recommendation readiness.
- Agentic Commerce GlossaryDefinitions of the core agentic commerce vocabulary — Agentic Page, AI readability, AI search optimization, GEO, M2AI, product schema, and more — for merchants entering AI-native commerce.
- Agentic Commerce: Definition, Examples & Brand ReadinessAgentic commerce is ecommerce mediated by AI agents. Learn the definition, examples, protocols, brand readiness checklist, and DeepLumen relevance.
- AI Search Optimization: Definition and Ecommerce RelevanceLearn what AI search optimization means, why it matters for ecommerce brands, and how DeepLumen helps brands become visible to AI search systems.
- Agentic Page: Definition and AI Search RelevanceLearn what an agentic page is, why it matters for AI search visibility, and how DeepLumen uses Agentic Page for ecommerce brands.
- M2AI: Marketing-to-AI Definition and Brand RelevanceLearn what M2AI means, why Marketing-to-AI matters for ecommerce brands, and how DeepLumen helps brands communicate with AI agents.
- Generative Engine Optimization: Definition and GEO RelevanceLearn what generative engine optimization means, how GEO differs from SEO, and why ecommerce brands need visibility in AI-generated answers.
- Product Schema: Definition, JSON-LD Example & AI Commerce RelevanceProduct schema is structured product data that helps search engines and AI agents understand offers, attributes, prices, availability, shipping, and reviews.
- Shopify AI Visibility: Definition and Recommendation ReadinessShopify AI visibility is how well a Shopify store and its products can be discovered, understood, compared, and recommended by AI systems like ChatGPT, Gemini, and shopping agents.
- Shopify Catalog: Definition and AI Commerce RelevanceShopify Catalog is Shopify's structured product data layer that can make eligible products discoverable across agentic storefronts and AI shopping channels.
- Catalog Inclusion: Definition and AI Discovery RelevanceCatalog inclusion is the state in which a Shopify product is eligible and available through catalog-based AI discovery routes — the entry ticket, not recommendation readiness.
- Recommendation Readiness: Definition and AI Shopping RelevanceRecommendation readiness is the state in which an AI shopping system can retrieve, understand, compare, trust, and act on a product well enough to recommend it for a shopper intent.
- Agentic Commerce Readiness: Definition and Ecommerce MeaningAgentic commerce readiness measures whether ecommerce products are discoverable, AI-readable, recommendable, transact-ready, and measurable for AI shopping agents.
- Product Truth Layer: Definition and AI Commerce MeaningA product truth layer is the AI-readable layer of verified product facts, attributes, variants, constraints, evidence, and offer context that shopping agents need before recommendation.
- Offer State Freshness: Definition and AI Shopping MeaningOffer state freshness is how current, consistent, and machine-readable a product offer is across price, inventory, shipping, promotions, variants, and checkout eligibility.
- Product-Level AI Visibility: Definition for Shopify GEOProduct-level AI visibility means each product can be found, read, compared, and recommended by AI assistants, not only that the brand or homepage is visible.
- One-Click AI Visibility: Definition for Shopify StoresOne-click AI visibility describes tools that help Shopify merchants generate AI-readable product pages or Agentic Pages across a catalog with minimal manual work.
- Shopify AI SEO App: Definition for AI Search VisibilityA Shopify AI SEO app helps merchants prepare products for AI search, answer engines, and shopping agents by improving AI readability, structured context, and recommendation readiness.
- AI Recommendation Readiness: Definition for EcommerceAI recommendation readiness is the state where a product is not only discoverable by AI systems, but also understandable, comparable, trustworthy, and suitable to recommend.
- Agentic Page Generator: Definition for Shopify AI VisibilityAn Agentic Page Generator creates AI-readable product pages or page layers that help AI shopping agents understand, compare, and recommend products.
- AI-Readable Product Page: Definition for EcommerceAn AI-readable product page presents product facts in a structured, low-noise format that AI systems can extract, compare, and recommend.
- AI-Visible Product Page: Definition for Shopify GEOAn AI-visible product page is a product page or page layer that AI systems can access, parse, trust, and use in recommendations.
- Agentic Checkout: Definition for AI CommerceAgentic checkout is the checkout layer designed for AI shopping agents, where product selection, offer validation, and purchase handoff can happen through machine-readable commerce flows.
- AI Product Discovery: Definition for EcommerceAI product discovery is the process where AI assistants find, evaluate, compare, and recommend products for shoppers before they visit a store.
- AI Visibility Audit: Definition for Ecommerce GEOAn AI visibility audit diagnoses whether AI assistants can find, read, trust, and recommend a store's products across discovery, citation, and referral paths.
- Machine-Readable Product Data: Definition for AI EcommerceMachine-readable product data is product information expressed in structured formats that search engines, AI assistants, and shopping agents can parse and compare reliably.
- Buy with ChatGPT: Definition for MerchantsBuy with ChatGPT refers to the emerging path where shoppers discover products in ChatGPT and move toward purchase through in-assistant or merchant checkout flows.
- Merchant Truth Layer: Definition and Ecommerce MeaningMerchant truth layer is the AI-readable evidence layer that helps shopping agents verify merchant identity, product facts, policy clarity, offer state, and trust signals before recommendation or purchase.
- Agentic Payment Rails: Definition and Ecommerce MeaningAgentic payment rails are the protocols, payment tokens, authorization flows, and checkout integrations that let AI agents help execute purchases after product selection.
- ChatGPT App for Brands: Definition and Ecommerce MeaningA ChatGPT App for brands lets shoppers interact with brand-owned product context, tools, and workflows inside ChatGPT.
- Universal Commerce Protocol: Definition and Ecommerce MeaningUniversal Commerce Protocol is Google's agentic commerce protocol work for AI shopping flows across discovery, checkout, and post-purchase support.
- AI Health Score: Definition and Ecommerce MeaningAI Health Score is a product and site readiness score for AI-readable ecommerce, corpus unit efficiency, structured markup, and recommendation readiness.
- AI Shelf Benchmark: Definition and Ecommerce MeaningAI Shelf Benchmark measures whether products occupy the AI recommendation shelf for category, constraint, and buyer-intent prompts.
- AI-Readable Ecommerce: Definition and Brand RelevanceAI-readable ecommerce is commerce content organized so AI systems can extract facts, attributes, policies, evidence, and use-case context with low ambiguity and low reading cost.
- Corpus Unit: Definition and AI Readability RelevanceA corpus unit is a discrete chunk, field, passage, metadata object, or retrieved fact an AI system processes when trying to understand a website or product page.
- ChatGPT-User: Definition and AI Crawler RelevanceChatGPT-User is an OpenAI user agent used for certain user-triggered actions in ChatGPT, distinct from automatic web crawling bots like GPTBot and OAI-SearchBot.
- OAI-SearchBot: Definition and Ecommerce MeaningOAI-SearchBot is OpenAI's search crawler. Learn what it means in ecommerce AI traffic logs and how it differs from ChatGPT-User and GPTBot.
- AI Shopping Agent: Definition and Ecommerce MeaningAn AI shopping agent helps shoppers discover, compare, evaluate, and sometimes buy products through natural-language requests.
- Product Feed: Definition and AI Commerce RelevanceA product feed is structured product data shared with commerce channels, search systems, marketplaces, and AI shopping surfaces.
- AI Product Feed Optimization: Definition for Agentic CommerceAI product feed optimization prepares product data so AI shopping agents can discover, interpret, compare, and recommend ecommerce products.
- llms.txt: Definition for AI-Readable Websitesllms.txt is an optional site file that can point AI systems toward useful content, documentation, and machine-readable context.
- AI Crawler Governance: Definition and Ecommerce MeaningAI crawler governance defines how ecommerce teams manage AI crawlers, user-triggered agents, robots.txt, llms.txt, Shopify Catalog, and AI-readable product context.
- AI Product Context Layer: Definition for Shopify AI VisibilityAn AI product context layer organizes product facts, use cases, trust signals, and offer state so ChatGPT and AI shopping agents can understand and recommend products.
- ChatGPT Product Recommendation: Definition for EcommerceA ChatGPT product recommendation is when ChatGPT names or suggests a product in response to a shopping question. Learn what makes Shopify products easier to recommend.
- AI-Ready Shopify Catalog: Definition for Agentic CommerceAn AI-ready Shopify catalog is not only included in AI-facing channels; each product is readable, contextual, and ready to be matched to shopper prompts.
- Recommendation-Ready Product Page: Definition for AI ShoppingA recommendation-ready product page gives AI systems enough readable product context, evidence, and offer clarity to recommend the product for a shopper prompt.
- Shopper Prompt Matching: Definition for AI Shopping and ShopifyShopper prompt matching is how AI shopping agents map natural-language buyer requests to products that satisfy category, constraints, use case, trust, and offer requirements.
- AI Product Matchability: Definition for Ecommerce AI VisibilityAI product matchability is how confidently an AI shopping agent can match a product to relevant natural-language shopper prompts using product facts, context, trust evidence, and offer state.
- Recommendation QA: Definition for AI Shopping and Shopify GEORecommendation QA tests whether AI assistants recommend the right products, use accurate facts, and handle natural Shopify shopper prompts without competitor substitution.
- 1,000+ Merchants In: What a Network-Scale Number Actually ProvesDeepLumen's Agentic Page network passed 1,000 Shopify merchants in early August 2026 — a threshold that changes single-store evidence into a measurable network pattern.
- 1988 Coffee Estate Case Study: AI Citations up 186%, Non-Branded Brand Presence up 320% in AI Search with Agentic PageSee how 1988 Coffee Estate used Agentic Page's GEO platform to lift AI citations by 186% and non-branded brand presence by 320% across ChatGPT, Perplexity, and Claude. Free case study with the full implementation playbook inside.
- ACCC Scoring System: Turn AI Search Visibility into a Measurable 100-Point KPIAgentic Page's ACCC scoring system gives brands a 100-point, 4-dimension framework to measure AI search visibility — covering Accessibility, Crawlability, Content Structure, and Content Quality. Free diagnostic and benchmark report inside.
- $1,000+ in 7 Days, 100% Multi-Platform Indexing: Inside the Agentic Commerce Flywheel That Compounds AI RevenueAI agents compound trust. Once a merchant gets recommended, converts, and gets recommended again, latecomers face an exponentially harder climb. Here's how the flywheel works and why early movers are pulling away.
- Agentic Commerce Protocol Comparison: ACP vs UCP vs AP2 vs llms.txt vs Agentic PageA practical agentic commerce protocol comparison covering ACP, UCP, AP2, Shopify Catalog, llms.txt, agents.md, structured data, and Agentic Page.
- Agentic Commerce Readiness Checklist for Ecommerce TeamsAI shopping agents do not reward the store that merely exists in a catalog. They reward the store that can be found, understood, compared, trusted, and selected for a specific shopper intent.
- Agentic Commerce Is Here: From Search-First to Agent-First, the Data Says the Shift Already StartedAgentic Commerce — the model where AI agents discover, compare, and transact on behalf of consumers — is already generating $10K+ in merchant revenue. Here's what the shift means, how it works, and why the infrastructure gap is your window.
- Agentic Commerce Statistics 2026: Benchmarks, Signals, and Readiness MetricsAgentic commerce statistics for 2026: platform signals, AI shopping benchmarks, crawler coverage, ChatGPT retrievals, recommendation readiness, and ecommerce metrics.
- $10K+ ChatGPT Revenue, 659% AI Traffic Growth: Agentic Page Early Adopter Results Across 5 VerticalsEarly Agentic Page merchants generated over $10,000 in ChatGPT-attributed checkout revenue, saw 659% AI traffic growth, and hit 100% AI indexing across GPTBot, PerplexityBot, and ClaudeBot. Vertical-by-vertical breakdown inside.
- Visa + OpenAI, Stripe Agent Wallets, Mastercard on Chain: How 3 Payment Giants Built AI Agent Payment Rails in 2026Which payment networks are ready for AI agents? Compare Visa, Stripe, and Mastercard across credentials, protocols, wallets, stablecoins, and merchant support.
- AI Crawler Governance for Ecommerce: What to Allow, What to Separate, and What to MeasureAI crawler governance is no longer a narrow robots.txt decision. For ecommerce, it is the operating model for separating search crawlers, model crawlers, user-triggered agents, catalog distribution, agent discovery files, and...
- AI Health Score Is Not a Vanity Metric: How Shopify Teams Improve Agentic Commerce ReadinessA practical guide to using AI Health Score for Shopify AI visibility, corpus unit reduction, AI readability, and agentic commerce readiness.
- AI Is Becoming a Shopping Channel, Not Just InformationTwo new merchant data points show AI-driven visits converting into attributed sales — a signal that AI is shifting from research tool to shopping channel.
- AI Product Feed Optimization for Agentic CommerceProduct feeds are becoming important again, but not in the old Google Shopping sense. In agentic commerce, a feed can get a product into the room. It cannot, by itself, make the product understandable enough to be recommended.
- Making Product Images and Video AI-ReadableText markup alone isn't enough — a practical guide to describing product images and video so AI shopping agents can actually use them.
- Making Product Reviews and Ratings AI-ReadableReviews shape what AI shopping agents recommend — but only if the rating data is structured, not just displayed on the page.
- AI Search Visibility Is Not a Score: The Ecommerce Readiness LayerAI search visibility scores show if brands appear in AI answers. Ecommerce readiness determines whether products are AI-readable and recommendation-ready.
- AI Shopping Agent Optimization Checklist: Benchmark Your Ecommerce ReadinessA 100-point AI shopping agent optimization checklist for ecommerce teams: access, catalog consistency, structured product facts, corpus unit efficiency, and recommendation readiness.
- From Keywords to Entities: How GPTBot, PerplexityBot and ClaudeBot Changed Shopify SEO in 2026AI shopping agents don't match keywords — they reason about entities. Most Shopify stores are invisible to GPTBot and PerplexityBot because critical product data is client-rendered. Here are the 5 structural shifts and how to fix them.
- AI Traffic Logs for Ecommerce: ChatGPT-User, OAI-SearchBot, Shopify Catalog, and What They Actually MeanAI visits are not one signal. Search crawlers, user-triggered agents, catalog feeds, agent discovery files, referrals, and checkout events all mean different things for ecommerce growth.
- AI Traffic Is Not a Trend Anymore: What Shopify Brands Should Measure Before Calling It RevenueAI traffic is becoming measurable inside the Shopify growth stack. This guide separates crawler access, user-triggered retrieval, AI referrals, assisted conversions, and product-level recommendation readiness.
- 90% AI-Invisible: The Discovery Gap Between $0 and $10K+ in Shopify AI RevenueNine out of ten brands are invisible to AI shopping agents. The merchants who closed the gap are now seeing $10K+ in ChatGPT-attributed revenue, 659% AI traffic growth, and 100% AI indexing. Here's what the gap is, why it exists, and...
- Best Shopify Apps for AI-Readable Product Pages: What to Look For in 2026A practical buyer guide for Shopify brands evaluating apps that generate AI-readable product pages, Agentic Pages, and product-level context for ChatGPT, Perplexity, and AI shopping agents.
- Best Shopify Apps for AI-Visible Product PagesA practical guide to choosing Shopify apps that generate AI-visible, AI-readable product pages and Agentic Pages so ChatGPT and Perplexity can understand and recommend products.
- Beyond ChatGPT: How Gemini and Claude Evaluate ProductsA look at how Google Gemini and Claude evaluate Shopify products differently from ChatGPT, and what that means for AI-readable catalogs.
- ChatGPT Product Recommendation Readiness Audit for Shopify StoresA practical audit framework for Shopify teams that want to know whether ChatGPT and AI shopping agents can discover, understand, compare, trust, and recommend their products.
- ChatGPT-User vs OAI-SearchBot vs GPTBot: What Ecommerce Teams Should TrackA practical ecommerce guide to reading ChatGPT-User, OAI-SearchBot, and GPTBot traffic logs without confusing crawl access with live AI shopping intent.
- From Indexed to Ordered: What Four Numbers Say About the AI Discovery FunnelDeepLumen's network data — 100% AI indexing, 659% crawler growth, +200% order growth, next-day orders — maps to four distinct stages of AI-driven discovery, each with its own caveats.
- Get Recommended by AI Shopping Agents: The Ecommerce Readiness PlaybookAI shopping agents do not reward the prettiest storefront. They recommend the product they can discover, understand, compare, trust, and route to purchase with the least ambiguity.
- How Agentic Page Creates an AI-Readable Discovery LayerAgentic Page helps Shopify merchants prepare product information for AI-mediated discovery. It focuses on the Discovery layer, while recommendation and commercial outcomes remain contextual and measurable questions.
- How Agentic Page Cuts Parsing Overhead for Shopify CatalogsA reachable Shopify page can still be difficult to interpret. See how Agentic Page gives AI systems a clearer, structured product-data surface.
- How Agentic Page Stays Readable Across AI CrawlersAI discovery is now multi-platform and shifting fast. Agentic Page keeps product data readable across AI systems, without a separate fix per platform.
- How AI Answers Are Becoming a New Discovery ChannelAI-referred shopping traffic is climbing fast, as platforms rebuild around in-chat answers. Here's what the shift means for how products get found.
- How AI Shopping Agents Evaluate ProductsThe next ranking layer in ecommerce is not only a search results page. It is an AI agent deciding which products are clear enough, trustworthy enough, and relevant enough to recommend.
- How AI Shopping Agents Match Shopper Prompts to Shopify ProductsA practical guide for Shopify merchants on how AI shopping agents translate shopper prompts into product matches, why catalog inclusion is not enough, and how AI-readable product context improves recommendation readiness.
- How Merchants Should Measure AI-Mediated ShoppingA single AI visibility score cannot explain a shopping journey. Merchants need a staged measurement model that separates access, retrieval, referral, and attributed outcomes.
- How to Add Product Labels to Shopify Without CodeLearn how to add product labels to Shopify without editing theme code, preview placement on desktop and mobile, publish safely, and verify the result.
- JSON-LD and llms.txt for Shopify: A Technical Setup GuideA hands-on guide to the JSON-LD and llms.txt files that make a Shopify catalog AI-readable, and where Agentic Page fits in.
- Looktech Case Study: AI Citations up 210%, ChatGPT Share of Voice Tripled vs. Ray-Ban Meta with Agentic PageSee how CES 2025 challenger Looktech used Agentic Page to lift AI citations by 210% and triple ChatGPT share of voice against Ray-Ban Meta and other incumbents. Free case study with the Competitor Hedging Graph playbook inside.
- Magarri Case Study: AI Citations up 268%, ChatGPT Head-to-Head vs. Legacy Brands 0% → 35% with Agentic PageSee how at-home massage brand Magarri used Agentic Page to lift AI citations by 268% and appear in 35% of ChatGPT comparisons vs. legacy brands like Earthlite and Master Massage. Free case study with the Competitor Hedging Graph...
- Make Your Shopify Store AI-Discoverable: A Practical GuideWant ChatGPT and Perplexity to recommend your Shopify store? Here's the practical, step-by-step path that took two real merchants there.
- AI Discoverability for Global Shopify StoresMost AI-readability advice assumes one language and one currency. Here's what changes when a Shopify store sells across several of both.
- Product Schema vs Agentic Pages: What Shopify Merchants Actually Need for AI RecommendationsProduct schema helps search engines and AI systems recognize product facts. Agentic Pages add the product context layer ChatGPT and AI shopping agents need before they can recommend Shopify products.
- Product Truth Beats Product Copy in AI ShoppingAI shopping agents do not reward vague product copy. They reward explicit product truth: structured attributes, current offer state, use-case fit, policy clarity, evidence, and low-noise corpus units.
- Proving AI-Driven Revenue: A Framework for Growth TeamsGrowth teams can measure AI-mediated shopping in stages, but leadership wants a revenue story. Here's a framework to report both honestly.
- Shopify Says AI Orders TripledShopify confirms AI orders tripled in Q2 2026 — real proof is a full loop from AI discovery to attributed sales, already validated by merchant data.
- Shopify Catalog vs Agentic Page vs llms.txt: What Each Layer Actually SolvesShopify Catalog, Agentic Page, and llms.txt solve different AI visibility jobs. Learn what each layer does and why recommendation readiness needs all three.
- Shopify Catalog vs AI-Visible Product Pages: Why Inclusion Is Not EnoughA practical guide for Shopify merchants on the difference between Shopify Catalog inclusion and AI-visible product pages that help ChatGPT, Perplexity, and AI shopping agents recommend products.
- Your PDP Was Built for Humans. AI Agents Need a Product Context Pack.Shopify PDPs are built for visual conversion. AI shopping agents need a compact product context pack that exposes facts, use cases, trust evidence, offer state, and structured markup.
- Shopify Product Labels vs Badges: What to UseCompare Shopify product labels, sale badges, trust icons, and announcement banners. Learn what each element does, where it belongs, and when to combine them.
- How to Target Shopify Badges by Product or CollectionLearn how to target Shopify badges by product, collection, or tag, calculate matches, check exclusions, preview mobile layouts, and verify the live storefront.
- What Is Agentic Commerce? Definition, Examples, and Ecommerce ImpactAgentic commerce does not begin at checkout. It begins when an AI agent decides which products are worth considering, which brands can be trusted, and which merchants are readable enough to recommend.
- When AI Chat Replaces the Landing Page After an Ad ClickOpenAI is testing ads that open an AI conversation instead of a webpage — a shift that runs on the same AI-readiness question Agentic Page solves.
- When Your Customer's AI Meets Your StoreA shopper's AI assistant may compare your products before they ever visit your store — Agentic Page makes that comparison possible to win.
- Why AI Cannot Read Your ReviewsReviews are the strongest trust signal you own, and AI ignores most of them. Not because they are weak, but because they sit in a format an assistant cannot read, verify, or connect to the product it is recommending. Here is the diagnosis.
- Why AI Commerce Starts With Product UnderstandingAI assistants are becoming another layer in product discovery and evaluation. Before a product can be considered in that journey, its information needs to be clear enough for an AI system to use accurately.
- Why AI Recommends Amazon Over DTC BrandsWhen a shopper asks an AI for “the best” product, large retailers win the default answer — not because their products are better, but because their data is easier to read, verify, and trust at scale. Here is the mechanism, and why the...
- Why AI Shopping Channels Don't Share the Same EconomicsAI-mediated shopping isn't one channel with one cost structure. Recent data shows why growth plans need to treat each AI surface separately.
- Why ChatGPT Does Not Mention My Shopify StoreIf you ask ChatGPT for the best product in your category and your store never comes up, it is almost never a quality problem and almost never a penalty. It is a readability, retrieval, and trust problem — and each part is observable.
- Why Perplexity Skips Your ProductsPerplexity is a live-retrieval, citation-driven engine. When it skips your products, it is not a ranking penalty — your pages failed one of five gates the moment Perplexity tried to read and cite them. Here is the diagnosis.
- Why Product Data Freshness Matters More in AI ShoppingAI shopping interfaces can restate product facts outside the storefront. Learn why fresh product data matters and what Shopify teams should check.
- Why Your Product Specs Disappear in AI AnswersWhen an AI cannot find a spec it needs, it does not guess — it moves to a product that has the answer. Your specifications “disappear” because they are buried in prose, only partly structured, inconsistent across channels, or scattered...
Shop Tools
- Shop ToolsShop Tools finds the Shopify products with the clearest content gaps every day and prepares the fixes — titles, selling points, SEO meta, AI-readable facts, image briefs, and video scripts.
中文 (Chinese)
- DeepLumenDeepLumen 帮助品牌和产品在 ChatGPT、Gemini、Claude、Perplexity 与智能体商务协议中被 AI 智能体发现、推荐，并进入交易流程。
- 智能体商务术语表智能体商务核心词汇的释义——Agentic Page、AI 可读性、AI 搜索优化、GEO、M2AI、产品结构化数据等——为正在进入 AI 原生商务的商家而写。
- M2AI：Marketing-to-AI 的定义与品牌意义了解 M2AI（Marketing-to-AI）的含义、为何它对电商品牌至关重要，以及 DeepLumen 如何帮助品牌与 AI 智能体沟通。
- 智能体商务：定义、示例与品牌就绪度智能体商务是由 AI 智能体中介完成的电商。了解其定义、示例、协议、品牌就绪度清单，以及与 DeepLumen 的关系。
- AI 搜索优化：定义与电商意义了解 AI 搜索优化的含义、为何它对电商品牌至关重要，以及 DeepLumen 如何帮助品牌在 AI 搜索系统中被看见。
- Agentic Page：定义与 AI 搜索意义了解什么是 Agentic Page、为何它对 AI 搜索可见性至关重要，以及 DeepLumen 如何为电商品牌运用 Agentic Page。
- 生成式引擎优化：定义与 GEO 意义了解生成式引擎优化（GEO）的含义、GEO 与 SEO 的区别，以及为何电商品牌需要在 AI 生成的回答中获得可见性。
- 产品结构化数据：定义、JSON-LD 示例与 AI 商务意义产品结构化数据是帮助搜索引擎与 AI 智能体理解报价、属性、价格、库存、配送与评价的结构化产品数据。
- Shopify AI 可见性：定义与推荐就绪度Shopify AI 可见性指一家 Shopify 店铺及其产品被 ChatGPT、Gemini 与购物智能体等 AI 系统发现、理解、比较并推荐的程度。
- Shopify Catalog：定义与 AI 商务意义Shopify Catalog 是 Shopify 的结构化产品数据层，可让符合条件的商品在智能体店面与 AI 购物渠道中被发现。
- 目录收录：定义与 AI 发现意义目录收录指一个 Shopify 产品在基于目录的 AI 发现路径中具备资格、可被获取的状态——这是入场券，而非推荐就绪。
- 推荐就绪度：定义与 AI 购物意义推荐就绪度指 AI 购物系统能够检索、理解、比较、信任并据以行动，足以针对某个购物意图推荐某款产品的状态。
- 推荐 QA：AI 购物与 Shopify GEO 定义推荐 QA 测试 AI 助手是否会推荐正确产品、使用准确事实，并针对自然 Shopify 购物提问避免错误替代竞品。
- 智能体商务就绪度：定义与电商意义智能体商务就绪度衡量电商产品在发现、AI 可读、可推荐、可交易与可度量方面对 AI 购物智能体的支持程度。
- 产品真相层：定义与 AI 商务意义产品真相层是购物智能体在推荐前所需的 AI 可读产品事实、属性、变体、约束、佐证与报价上下文层。
- 报价状态新鲜度：定义与 AI 购物意义报价状态新鲜度指一个产品报价在价格、库存、配送、促销、变体与结账资格上的及时、一致与机器可读程度。
- 产品级 AI 可见性：Shopify GEO 的定义产品级 AI 可见性指每一个产品都能被 AI 助手发现、读取、比较并推荐，而不只是品牌或首页可见。
- 一键 AI 可见性：面向 Shopify 店铺的定义一键 AI 可见性描述的是帮助 Shopify 商家在整个目录范围内、以极少人工生成 AI 可读产品页或 Agentic Page 的工具。
- Shopify AI SEO 应用：面向 AI 搜索可见性的定义Shopify AI SEO 应用通过提升 AI 可读性、结构化上下文与推荐就绪度，帮助商家为 AI 搜索、回答引擎与购物智能体准备产品。
- AI 推荐就绪度：面向电商的定义AI 推荐就绪度指产品不仅能被 AI 系统发现，还可被理解、比较、信任并适合推荐的状态。
- Agentic Page 生成器：面向 Shopify AI 可见性的定义Agentic Page 生成器批量创建 AI 可读产品页或页面层，帮助 AI 购物智能体理解、比较并推荐产品。
- AI 可读产品页：面向电商的定义AI 可读产品页以结构化、低噪声的形式呈现产品事实，让 AI 系统能够提取、比较并推荐。
- AI 可见产品页：Shopify GEO 的定义AI 可见产品页是 AI 系统能够访问、解析、信任并用于推荐的产品页或页面层。
- 智能体结账：面向 AI 商务的定义智能体结账是为 AI 购物智能体设计的结账层，产品选择、报价校验与购买交接都可通过机器可读的商务流程完成。
- AI 产品发现：面向电商的定义AI 产品发现是 AI 助手在购物者访问店铺之前，为其发现、评估、比较并推荐产品的过程。
- AI 可见性审计：面向电商 GEO 的定义AI 可见性审计诊断 AI 助手能否在发现、引用与转介路径上发现、读取、信任并推荐一家店铺的产品。
- 机器可读产品数据：面向 AI 电商的定义机器可读产品数据是以结构化格式表达的产品信息，让搜索引擎、AI 助手与购物智能体能够可靠地解析与比较。
- 用 ChatGPT 购买：面向商家的定义用 ChatGPT 购买指购物者在 ChatGPT 中发现产品、并通过助手内或商家结账流程走向购买的新兴路径。
- 商家真相层：定义与电商意义商家真相层是帮助购物智能体在推荐或购买前核验商家身份、产品事实、政策清晰度、报价状态与信任信号的 AI 可读证据层。
- 智能体支付通道：定义与电商意义智能体支付通道是让 AI 智能体在选定产品后协助执行购买的协议、支付令牌、授权流程与结账集成。
- 面向品牌的 ChatGPT 应用：定义与电商意义面向品牌的 ChatGPT 应用让购物者在 ChatGPT 内与品牌自有的产品上下文、工具与流程互动。
- 通用商务协议：定义与电商意义通用商务协议是 Google 推进的智能体商务协议，覆盖发现、结账与售后支持各环节的 AI 购物流程。
- AI 健康评分：定义与电商意义AI 健康评分是面向 AI 可读电商的产品与站点就绪评分，涵盖语料单元效率、结构化标记与推荐就绪度。
- AI 货架基准：定义与电商意义AI 货架基准衡量产品是否在品类、约束与买家意图提示下占据 AI 推荐货架。
- AI 可读电商：定义与品牌意义AI 可读电商是把商务内容组织得让 AI 系统能以低歧义、低阅读成本提取事实、属性、政策、佐证与使用场景上下文。
- 语料单元：定义与 AI 可读性意义语料单元是 AI 系统在理解一个网站或产品页时所处理的一个离散片段、字段、段落、元数据对象或检索到的事实。
- ChatGPT-User：定义与 AI 爬虫意义ChatGPT-User 是 OpenAI 用于 ChatGPT 中某些用户触发动作的 user agent，区别于 GPTBot、OAI-SearchBot 等自动网页爬虫。
- OAI-SearchBot：定义与电商意义OAI-SearchBot 是 OpenAI 的搜索爬虫。了解它在电商 AI 流量日志中意味着什么，以及它与 ChatGPT-User、GPTBot 的区别。
- AI 购物智能体：定义与电商意义AI 购物智能体通过自然语言请求，帮助购物者发现、比较、评估、有时还代为购买产品。
- 产品数据源：定义与 AI 商务意义产品数据源是与商务渠道、搜索系统、市场平台及 AI 购物界面共享的结构化产品数据。
- AI 产品数据源优化：面向智能体商务的定义AI 产品数据源优化通过准备产品数据，让 AI 购物智能体能够发现、解读、比较并推荐电商产品。
- llms.txt：面向 AI 可读网站的定义llms.txt 是一个可选的站点文件，可向 AI 系统指明有用的内容、文档与机器可读的上下文。
- AI 爬虫治理：定义与电商意义AI 爬虫治理定义了电商团队如何管理 AI 爬虫、用户触发的智能体、robots.txt、llms.txt、Shopify Catalog 与 AI 可读产品上下文。
- AI 产品上下文层：面向 Shopify AI 可见性的定义AI 产品上下文层把产品事实、使用场景、信任信号与报价状态组织起来，让 ChatGPT 与 AI 购物智能体能够理解并推荐产品。
- ChatGPT 产品推荐：面向电商的定义ChatGPT 产品推荐指 ChatGPT 针对购物问题点名或建议某款产品。了解如何让 Shopify 产品更易被推荐。
- AI 就绪的 Shopify Catalog：面向智能体商务的定义AI 就绪的 Shopify Catalog 不只是被纳入 AI 渠道；它的每个产品都可读、有上下文，并能匹配购物者的提示。
- 推荐就绪产品页：面向 AI 购物的定义推荐就绪产品页为 AI 系统提供足够的可读产品上下文、佐证与清晰报价，使其能针对购物者的提示推荐该产品。
- 购物者提示匹配：面向 AI 购物与 Shopify 的定义购物者提示匹配是 AI 购物智能体把自然语言购买请求映射到满足品类、限制条件、使用场景、信任与报价要求的产品的过程。
- AI 产品匹配能力：面向电商 AI 可见性的定义AI 产品匹配能力是 AI 购物智能体基于产品事实、上下文、信任佐证与当前报价状态，将产品匹配到相关自然语言购物提示的置信程度。
- 白皮书DeepLumen 深度白皮书，探讨智能体商务、AI 可读产品数据，以及 AI 购物智能体如何发现、评估并推荐 Shopify 产品。
- 智能体商务白皮书：AI 购物智能体、Shopify、ACP、UCP 与 AI 可读商务一份可落地的智能体商务白皮书：AI 智能体如何发现、评估、推荐并帮助用户购买产品，以及商家需要了解的 AI 可读产品数据、Shopify Catalog、ACP、UCP 与 GEO。
- Agentic Page 即 AI 可读：AI 原生商务的基础设施层DeepLumen 白皮书，阐述为什么 Agentic Page 正在成为电商的 AI 可读基础设施层——减少语料单元、提升 AI 可读性，并为 AI 智能体暴露结构化上下文。
- Shopify AI 可见性：为什么"被目录收录"不等于"推荐就绪"阅读 DeepLumen 关于 Shopify AI 可见性的白皮书，并留邮箱下载 PDF 版本。了解为什么目录收录不等于推荐就绪。
- AI 货架基准：衡量 AI 购物中的推荐就绪度DeepLumen 白皮书，用于衡量电商品牌在 AI 购物中是否可见、可理解、可比较、可推荐。可在线阅读，或留邮箱下载 PDF。
- 智能体商务就绪度基准：为 AI 购物、结账与售后就绪度打分一份白皮书与基准，用于衡量在 AI 发现、AI 可读产品数据、推荐就绪度、结账、售后支持、信任与度量各环节的智能体商务就绪度。可在线阅读，或留邮箱下载 PDF。
- ChatGPT-User vs OAI-SearchBot vs GPTBot：电商 AI 流量白皮书DeepLumen 白皮书，帮助电商团队区分 ChatGPT-User、OAI-SearchBot 与 GPTBot 流量，不再混淆抓取访问、实时检索、AI 可读性与推荐就绪度。
- UCP for JavaDeepLumen UCP for Java 是通用商务协议（Universal Commerce Protocol）的 Java SDK，帮助企业级电商团队把 Java 平台接入智能体商务工作流。
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- 收费与接入选择匹配你下一步的 DeepLumen 产品。Agentic Page 当前免费安装，按可归因 AI 成交计费的效果模式正在筹备中。
- 商家案例精选商家在 AI 发现、爬虫访问与可归因订单上的结果，并标注每个数字背后的口径与统计说明。
- 关于 DeepLumenDeepLumen 构建商家侧基础设施，帮助 AI 理解一家企业提供什么，并把这种理解连接到真实的商业结果。
- Commerce Gym研发中：基于已授权的商业状态与可观测结果构建环境，让团队可以评估智能体如何做出购买决策。
- 面向品牌的 ChatGPT 应用DeepLumen ChatGPT 应用帮助品牌在 ChatGPT 内建立商务存在，让消费者在 AI 对话中发现产品、比较选项并走向购买。
- Agentic SalesDeeplumen 把店铺访问变成 AI 引导的购物对话：主动接住犹豫的顾客，用你的商品目录回答产品问题，并引导到结账——7×24 全天候。
- Agentic PageAgentic Page 为你的店面生成一份 AI 优化的镜像，让 ChatGPT、Perplexity、Claude 等 AI 智能体能够读取、理解并推荐你的产品。你面向人的店面保持原样。
- DeepLumen 信任中心DeepLumen 面向 AI 搜索、GEO、M2AI 与智能体商务的权威信任中心：经核验的实体事实、产品佐证、机器可读文件，以及给回答引擎的引用指引。
- Shop ToolsShop Tools 每天找出内容差距最明显的 Shopify 产品并准备好修复 —— 标题、卖点、SEO meta、AI 可读事实、图片简报与视频脚本。
- 面向 Shopify 品牌的 AI 搜索与 GEO 博客关于 AI 搜索、生成式引擎优化（GEO）与智能体商务的洞察、案例研究与实战手册 —— 为 Shopify 与 DTC 营销团队打造。
- Shopify 应用免费安装。为每个产品自动生成 AI 可读的 Agentic Page。零 SEO 影响、实时 AI 健康分。1,500+ Shopify 品牌信赖 DeepLumen。
- LumenCanvasLumenCanvas 是 DEEPLUMEN PTE. LTD. 开发的 Shopify 应用，可创建商品标签、徽章、标签组与公告横幅，无需编辑主题代码。
- 面向电子产品与配件 DTC 的 AI 可见性面向 USB-C、音频、配件 Shopify 店铺的 AI 搜索优化。看 Nullport 如何用 DeepLumen 在 30 天内将 AI 会话提升 38.4%。
- 面向时尚服饰 DTC 品牌的 AI 可见性为 AI 智能体提供实时库存与尺码可用性。Atelier Vauclair 在 Shopify Plus 上用 DeepLumen 将 AI 会话提升 +51.2%。
- 面向清洁美妆与护肤 DTC 的 AI 可见性让每条成分声明都能被 ChatGPT 引用。Vermille 用 DeepLumen 的成分级 Agentic Page 获得 4.2 倍 AI 流量。
- HOTO 案例：13 天 8,569 次 AI 访问与 320 次 ChatGPT 产品检索HOTO 用 DeepLumen 在 13 天内获得 8,569 次 AI 访问、触发 320 次 ChatGPT 实时产品检索。一个成熟工具品牌在 AI 搜索可见性、GEO 与智能体商务增长上的案例研究。
- LumenCanvas 隐私政策DEEPLUMEN PTE. LTD. 在 LumenCanvas Shopify 应用中如何处理数据：申请了哪些 Shopify 权限、存储什么、保留多久，以及卸载后会发生什么。
- LumenCanvas 服务条款DEEPLUMEN PTE. LTD. 为 LumenCanvas Shopify 应用提供的服务条款：使用许可、可接受使用、经 Shopify 计费、服务可用性与终止。
- SEO Week 议程获取 DeepLumen SEO Week 各场次的幻灯片、议程与资源，直达你的收件箱。
- 1,000+ 家商家之后：一个网络级数字真正能证明什么DeepLumen 的 Agentic Page 网络在 2026 年 8 月初超过 1,000 家 Shopify 商家——这个门槛把单店证据变成了一个可度量的网络模式。
- 1988 Coffee Estate 案例研究：借助 Agentic Page，AI 引用提升 186%、非品牌词品牌出现率在 AI 搜索中提升 320%看 1988 Coffee Estate 如何用 Agentic Page 的 GEO 平台，让 AI 引用在 ChatGPT、Perplexity 与 Claude 上提升 186%、非品牌词品牌出现率提升 320%。免费案例研究，内含完整落地实操手册。
- ACCC 评分体系：把 AI 搜索可见性变成可量化的百分制 KPIAgentic Page 的 ACCC 评分体系为品牌提供一套百分制、四维度的框架来衡量 AI 搜索可见性——覆盖可访问性（Accessibility）、可爬取性（Crawlability）、内容结构（Content Structure）与内容质量（Content Quality）。文内附免费诊断与基准报告。
- 7 天 $1,000+、100% 多平台收录：拆解让 AI 收入复利增长的智能体商务飞轮AI 智能体的信任会复利累积。一旦某个商家被推荐、成交，又被再次推荐，后来者要爬的坡就会指数级变陡。本文讲清这个飞轮如何运转，以及为什么先行者正在拉开差距。
- 智能体商务协议对比：ACP、UCP、AP2、llms.txt 与 Agentic Page一份实用的智能体商务协议对比，涵盖 ACP、UCP、AP2、Shopify Catalog、llms.txt、agents.md、结构化数据与 Agentic Page。
- 电商团队的智能体商务就绪度清单AI 购物智能体不会因为一家店铺仅仅出现在目录里就给它回报。它们回报的是那些能被发现、被理解、被比较、被信任，并能针对特定购物者意图被选中的店铺。
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- 2026 智能体商务统计：基准、信号与就绪度指标2026 年智能体商务统计：平台信号、AI 购物基准、爬虫覆盖率、ChatGPT 检索、推荐就绪度与电商指标。
- $10K+ ChatGPT 营收、659% AI 流量增长：Agentic Page 早期采用者在 5 个垂直行业的实测结果早期使用 Agentic Page 的商家产生了超过 $10,000 的 ChatGPT 归因结账营收，实现 659% 的 AI 流量增长，并在 GPTBot、PerplexityBot 和 ClaudeBot 上达成 100% AI 索引。文内附各垂直行业逐一拆解。
- Visa + OpenAI、Stripe 智能体钱包、Mastercard 上链：三大支付巨头如何在 2026 年建成 AI 智能体支付轨道哪些支付网络已经为 AI 智能体做好准备？对比 Visa、Stripe 与 Mastercard 在凭证、协议、钱包、稳定币和商家支持方面的能力。
- 电商 AI 爬虫治理：该放行什么、该区分什么、该衡量什么AI 爬虫治理早已不是 robots.txt 上的一个简单决定。对电商而言，它是一整套运营模型，用来区分搜索爬虫、模型爬虫、用户触发的智能体、目录分发、智能体发现文件，以及推荐就绪度。
- AI Health Score 不是虚荣指标：Shopify 团队如何提升智能体商务就绪度一份实战指南，教你用 AI Health Score 改善 Shopify AI 可见性、削减语料单元、提升 AI 可读性，并增强智能体商务就绪度。
- AI 正在变成一个购物渠道，而不只是信息来源两个新的商家数据点显示，AI 驱动的访问正在转化为可归因的销售——这是 AI 从调研工具转向购物渠道的信号。
- 面向智能体商务的 AI 产品数据源优化产品数据源正再次变得重要，但不再是过去 Google Shopping 那种意义上的重要。在智能体商务中，数据源能把一个产品送进房间，却无法仅凭自身让产品变得足够易懂、足以被推荐。
- 让产品图片与视频变得 AI 可读仅有文本标记还不够——一份实用指南，讲清如何描述产品图片与视频，让 AI 购物智能体真正用得上它们。
- 让产品评论与评分变得 AI 可读评论决定了 AI 购物智能体推荐什么——但前提是评分数据是结构化的，而不只是显示在页面上。
- AI 搜索可见性不是一个分数：电商就绪度层AI 搜索可见性分数显示品牌是否出现在 AI 回答中。电商就绪度则决定产品是否机器可读、是否具备推荐就绪度。
- AI 购物智能体优化清单：为你的电商就绪度打分一份面向电商团队的 100 分 AI 购物智能体优化清单：访问与发现、目录一致性、结构化产品事实、语料单元效率与推荐就绪度。
- 从关键词到实体：GPTBot、PerplexityBot 和 ClaudeBot 如何在 2026 改变了 Shopify SEOAI 购物代理不做关键词匹配——它们对实体进行推理。大多数 Shopify 店铺对 GPTBot 和 PerplexityBot 是隐形的，因为关键的产品数据是客户端渲染的。以下是 5 个结构性转变以及修复方法。
- 电商的 AI 流量日志：ChatGPT-User、OAI-SearchBot、Shopify Catalog 究竟意味着什么AI 访问并不是单一信号。搜索爬虫、用户触发的智能体、目录数据源、智能体发现文件、引荐流量和结账事件，对电商增长各自代表着完全不同的含义。
- AI 流量已经不只是趋势：Shopify 品牌在把它算作收入前应该衡量什么AI 流量正在进入 Shopify 增长栈。本文把爬虫访问、用户触发检索、AI 引荐、辅助转化和产品级推荐就绪度拆开，帮助团队判断哪些信号真的接近收入。
- 90% 对 AI 不可见：Shopify AI 收入从 $0 到 $10K+ 之间的发现差距十个品牌里有九个对 AI 购物智能体不可见。那些把这道差距补上的商家，如今拿到了 $10K+ 的 ChatGPT 归因收入、659% 的 AI 流量增长和 100% 的 AI 收录率。本文讲清这道差距是什么、为什么存在，以及怎么补上。
- 适合 AI 可读产品页的 Shopify App：2026 年选型标准一份面向 Shopify 品牌的选型指南：如何评估能生成 AI 可读产品页、Agentic Page 和产品级上下文的 App，让 ChatGPT、Perplexity 和 AI 购物智能体更容易理解并推荐产品。
- 打造 AI 可见产品页的最佳 Shopify 应用一份实用指南：如何挑选能生成 AI 可见、AI 可读产品页与 Agentic Page 的 Shopify 应用，让 ChatGPT 与 Perplexity 能够理解并推荐产品。
- 超越 ChatGPT：Gemini 和 Claude 如何评估商品看看 Google Gemini 和 Claude 评估 Shopify 商品的方式与 ChatGPT 有何不同，以及这对「AI 可读目录」意味着什么。
- Shopify 店铺 ChatGPT 产品推荐就绪度审计一套面向 Shopify 团队的实用审计框架：判断 ChatGPT 和 AI 购物智能体是否能发现、读取、比较、信任并推荐你的产品。
- ChatGPT-User vs OAI-SearchBot vs GPTBot：电商团队该追踪什么一份面向电商的实战指南，教你读懂 ChatGPT-User、OAI-SearchBot 与 GPTBot 的流量日志，不再把爬虫访问误当成实时 AI 购物意图。
- 从被索引到被下单：四个数字分别说明 AI 发现漏斗的哪一段DeepLumen 的网络数据——100% AI 索引、659% 爬虫增长、+200% 订单增长、次日下单——分别对应 AI 驱动发现的四个不同阶段，每一段都有各自的适用边界。
- 让 AI 购物智能体推荐你：电商推荐就绪度实战手册AI 购物智能体奖励的不是最漂亮的店铺，而是它能以最少歧义去发现、理解、比较、信任并引导至购买的那款产品。
- Agentic Page 如何构建一层 AI 可读的发现层Agentic Page 帮 Shopify 商家为 AI 中介的发现准备产品信息。它聚焦在 Discovery（发现）层，而推荐与商业结果仍是取决于语境、需要单独度量的问题。
- Agentic Page 如何降低 Shopify 目录的解析开销能被抓到的 Shopify 页面，未必就容易被读懂。看看 Agentic Page 如何给 AI 系统一个更清晰的结构化产品数据面。
- Agentic Page 如何在各家 AI 爬虫面前保持可读AI 发现已经多平台化且变化很快。Agentic Page 让产品数据在各个 AI 系统面前保持可读，而不必为每个平台单独做一套修复。
- AI 回答正在成为新的发现渠道AI 引荐的购物流量增长迅速，各平台正围绕「对话内回答」而非「点击」重建体验。这一转变对产品如何被发现意味着什么。
- AI 购物智能体如何评估产品电商的下一个排名层不再只是一个搜索结果页，而是一个 AI 智能体在判断：哪些产品足够清晰、足够可信、足够相关，值得推荐给购物者。
- AI 购物智能体如何把购物者提示匹配到 Shopify 产品面向 Shopify 商家的实用指南：AI 购物智能体如何把购物者提示转化为产品匹配，为什么仅有目录收录还不够，以及 AI 可读的产品上下文如何提升推荐就绪度。
- 商家该如何度量 AI 中介的购物单一的 AI 可见性评分无法解释一段购物旅程。商家需要一个分阶段的度量模型，把可访问、检索、引荐与可归因结果区分开。
- JSON-LD 与 llms.txt for Shopify：技术搭建指南一份实操指南，讲清让 Shopify 目录变得 AI 可读的两个文件 —— JSON-LD 与 llms.txt，以及 Agentic Page 在其中的位置。
- Looktech 案例研究：借助 Agentic Page，AI 引用提升 210%，ChatGPT 声量份额相对 Ray-Ban Meta 翻三倍看 CES 2025 挑战者 Looktech 如何用 Agentic Page 把 AI 引用拉高 210%，在面对 Ray-Ban Meta 等老牌玩家时把 ChatGPT 声量份额翻了三倍。免费案例研究，内含「竞品对冲图谱」实战打法。
- Magarri 案例研究：借助 Agentic Page，AI 引用提升 268%，ChatGPT 与传统品牌正面对比 0% → 35%看居家按摩品牌 Magarri 如何用 Agentic Page 把 AI 引用提升 268%，并在 ChatGPT 与 Earthlite、Master Massage 等传统品牌的对比中占据 35% 的曝光。免费案例研究，内含「竞品对冲图谱」实战打法。
- 让你的 Shopify 店铺变得 AI 可发现：实用指南想让 ChatGPT 和 Perplexity 推荐你的 Shopify 店铺？这是一条把两家真实商家带到那一步的实用分步路径。
- 全球 Shopify 店铺的 AI 可发现性大多数 AI 可读性建议都默认只有一种语言、一种货币。当一家 Shopify 店铺跨多种语言与货币销售时，有哪些事情会变。
- 产品结构化数据 vs Agentic Page：Shopify 商家做 AI 推荐到底需要什么产品结构化数据帮助搜索引擎和 AI 系统识别产品事实。而 Agentic Page 补上的是产品上下文层——ChatGPT 和 AI 购物智能体在推荐 Shopify 产品之前正需要它。
- 在 AI 购物中，产品真相胜过产品文案AI 购物智能体不会奖励含糊的产品文案。它们奖励明确的产品真相：结构化属性、当前报价状态、使用场景匹配度、政策清晰度、证据，以及低噪声的语料单元。
- 证明 AI 带来的营收：给增长团队的一套框架增长团队可以分阶段度量 AI 中介的购物，但管理层要的是一个营收故事。这套框架让两者都能如实讲清楚。
- Shopify 说 AI 订单增至三倍Shopify 确认 2026 年 Q2 的 AI 订单增至三倍——真正的证明是一条从 AI 发现到归因销售的完整闭环，而且已经被商家数据验证过。
- Shopify Catalog 对比 Agentic Page 对比 llms.txt：每一层到底解决什么问题Shopify Catalog、Agentic Page 与 llms.txt 解决的是不同的 AI 可见性任务。了解每一层各自的作用，以及为什么推荐就绪度需要三者齐备。
- Shopify Catalog 与 AI 可见产品页：为什么“被收录”还不够面向 Shopify 商家的实用指南：讲清 Shopify Catalog 收录与 AI 可见产品页之间的区别——后者才能帮助 ChatGPT、Perplexity 与 AI 购物智能体真正推荐你的产品。
- 你的 PDP 是为真人设计的。AI 智能体需要产品上下文包。Shopify PDP 通常面向视觉转化而设计。AI 购物智能体需要更紧凑的产品上下文包，清楚暴露产品事实、使用场景、信任证据、报价状态和结构化标记。
- 什么是智能体商务？定义、示例与对电商的影响智能体商务并非始于结账。它始于 AI 智能体决定哪些产品值得考虑、哪些品牌可以信赖、哪些商家足够机器可读、值得被推荐的那一刻。
- 当广告点击之后，接住用户的是 AI 对话而不是落地页OpenAI 正在测试点击后打开 AI 对话、而不是网页的广告形式——这一转变依赖的，正是 Agentic Page 所解决的那个 AI 就绪度问题。
- 当你顾客的 AI 遇上你的店铺购物者的 AI 助手可能在他们访问你的店铺之前，就已经比较过你的产品——Agentic Page 让这场比较有机会被你赢下。
- 为什么 AI 读不懂你的评价评价是你拥有的最强信任信号，而 AI 却忽略了其中绝大多数。不是因为它们不够好，而是因为它们存在于一种 AI 智能体无法读取、无法验证、也无法关联到它正在推荐的产品的格式里。下面是这份诊断。
- 为什么 AI 商务始于产品理解AI 助手正在成为产品发现与评估中的又一层。一个产品要能在这段旅程里被纳入考虑，它的信息首先得清楚到让 AI 系统能够准确使用。
- 为什么 AI 总是推荐 Amazon 而不是 DTC 品牌当购物者向 AI 询问“最好的”产品时，大型零售商赢得了默认答案——不是因为它们的产品更好，而是因为它们的数据在规模上更易于读取、验证和信任。本文剖析其背后的机制，以及为什么这道鸿沟正开始向 DTC 品牌收窄。
- 为什么 AI 购物渠道的经济账各不相同AI 中介的购物不是一条成本结构统一的渠道。近期数据说明了为什么增长规划需要把每个 AI 界面分开来看。
- 为什么 ChatGPT 不提及我的 Shopify 店铺如果你问 ChatGPT 你所在品类的最佳产品，而你的店铺从不出现，那几乎从来不是质量问题，也几乎从来不是惩罚。这是可读性、可检索性与信任的问题——而每一部分都是可观察的。
- 为什么 Perplexity 跳过你的产品Perplexity 是一个实时检索、以引用为驱动的引擎。当它跳过你的产品时，这并不是排名惩罚——而是在 Perplexity 试图读取并引用它们的那一刻，你的页面没能通过五道门中的一道。下面是诊断。
- 为什么在 AI 购物里，产品数据的新鲜度更要紧AI 购物界面会在店铺之外复述产品事实。看看为什么产品数据的新鲜度更要紧，以及 Shopify 团队应该检查什么。
- 为什么你的产品规格在 AI 回答中消失了当 AI 找不到它需要的规格时，它不会去猜——它会转向另一个有答案的产品。你的产品规格之所以“消失”，是因为它们被埋在营销文案里、只做了部分结构化、在各渠道之间不一致，或者散落在彼此割裂的系统中。这就是诊断结论。
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- About DeepLumenDeepLumen builds the merchant-side infrastructure that helps AI understand what a business offers and connect that understanding to a real commercial outcome.
- Commerce GymIn development: environments grounded in authorized commercial state and observable outcomes, so teams can evaluate how agents make buying decisions.
- LumenCanvas Privacy PolicyHow DEEPLUMEN PTE. LTD. handles data in the LumenCanvas Shopify app: which Shopify permissions it requests, what it stores, how long, and what happens on uninstall.
- LumenCanvas Terms of ServiceTerms of service for the LumenCanvas Shopify app from DEEPLUMEN PTE. LTD.: licence, acceptable use, billing through Shopify, availability, and termination.