# eCommerceInsights.AI

> Product-level AI visibility for ecommerce brands. eCommerce Insights tracks which products are cited in ChatGPT, Perplexity, Google AI Overviews, Gemini, Claude, and Copilot; scores every PDP on citation strength and agent-readability; and ships the title, schema, and metafield fixes — resolved per SKU, because the SKU is the unit of revenue. Self-serve, Shopify-native first (Amazon, Adobe Commerce, BigCommerce, WooCommerce, headless supported), priced for D2C: Starter $99/mo, Growth $349/mo, Agency & Enterprise custom. 14-day free trial.

Key terms this site defines: product AI visibility, product-level AI visibility, SKU-level AEO, GEO, AEO, ACO, agentic commerce, ACP, UCP, AP2, citation score, agent-readability score.

## Core

- [eCommerceInsights.AI — get your products cited in AI search](https://ecommerceinsights.ai/): AI engines research products before shoppers do, and pre-purchase agents draft carts. Track which products …
- [The company behind product-level AI visibility](https://ecommerceinsights.ai/company/): eCommerce Insights is built by the founders of Indellia: started 2021 in Palo Alto, backed by NEC X, Alchem…
- [Contact eCommerce Insights — sales and support](https://ecommerceinsights.ai/contact/): Contact the eCommerce Insights team about demos, partnerships, security, or press. Call toll-free 1-844-463…
- [Free AI visibility tool trial — 14 days, no card](https://ecommerceinsights.ai/free-trial/): Start a 14-day free trial of eCommerce Insights. Connect your store, get citation and agent-readability sco…
- [AI visibility tool pricing — plans from $99/mo](https://ecommerceinsights.ai/pricing/): eCommerce Insights pricing: Starter $99/mo, Growth $349/mo, Agency & Enterprise custom. Six AI engines on e…
- [AI visibility platform: track, score, fix every product](https://ecommerceinsights.ai/product/): AI search visibility for every product: track six AI engines, score citation and agent-readability per PDP,…
- [AI visibility platform demo — 15 minutes, live](https://ecommerceinsights.ai/request-demo/): Book a 15-minute eCommerce Insights demo on your own catalog: live scan across six AI engines, per-product …

## Solutions

- [AI visibility solutions by channel, audience, and engine](https://ecommerceinsights.ai/solutions/): AI visibility solutions for every ecommerce channel: Shopify, Amazon, Adobe Commerce, BigCommerce, WooComme…
- [Agentic commerce optimization — eCommerceInsights.AI](https://ecommerceinsights.ai/solutions/agentic-commerce/): AI agents research products, draft carts, and are starting to check out. Score every product on agent-reada…
- [Adobe Commerce AI search visibility, in Magento terms](https://ecommerceinsights.ai/solutions/for-adobe-commerce/): Adobe Commerce AI search visibility at the product level: audits keyed to attribute sets, CMS blocks, and c…
- [AI visibility for agencies: one login, every brand](https://ecommerceinsights.ai/solutions/for-agencies/): AI visibility for agencies and ecommerce SEO consultancies. Per-brand workspaces, branded PDF reports, clie…
- [Amazon AI visibility: Rufus and COSMO scoring per ASIN](https://ecommerceinsights.ai/solutions/for-amazon/): Amazon AI visibility for sellers. Score every ASIN against Rufus citations and the COSMO graph, then ship T…
- [BigCommerce AI visibility: score every Stencil PDP](https://ecommerceinsights.ai/solutions/for-bigcommerce/): BigCommerce AI visibility per product. Audit Stencil JSON-LD gaps, score Custom Fields, and track citations…
- [AI visibility for D2C brands, priced for D2C teams](https://ecommerceinsights.ai/solutions/for-d2c-brands/): AI visibility for D2C brands at the product level. See which products ChatGPT and Perplexity recommend, wha…
- [Headless commerce AI visibility: audits that render JS](https://ecommerceinsights.ai/solutions/for-headless/): Headless commerce AI visibility: rendered audits for Hydrogen, Next.js Commerce, PWA Studio, and Catalyst r…
- [Multi-brand AI visibility for portfolios and holdcos](https://ecommerceinsights.ai/solutions/for-multi-brand/): Multi-brand AI visibility for holding companies and PE portfolios. Per-brand dashboards, portfolio rollups,…
- [AI visibility for Shopify: track and fix every product](https://ecommerceinsights.ai/solutions/for-shopify/): Shopify AI visibility at the product level: track every variant across ChatGPT, Perplexity, Gemini, Claude,…
- [WooCommerce AI SEO: score PDPs, don't generate them](https://ecommerceinsights.ai/solutions/for-woocommerce/): WooCommerce AI visibility per product. Score variable products against six AI engines, log AI crawler hits …
- [PDP optimization for AI search — eCommerceInsights.AI](https://ecommerceinsights.ai/solutions/pdp-optimization/): Turn the PDPs AI engines skip into cited ones. Product-level diffs for titles, bullets, schema, and metafie…
- [Product-level AI search tracking — eCommerceInsights.AI](https://ecommerceinsights.ai/solutions/sku-level-tracking/): AI search tracking at the product level: SKU-level citation records across ChatGPT, Perplexity, Google AI O…

## AI engines

- [AI search engines for shopping: 8 engines, tracked](https://ecommerceinsights.ai/solutions/platforms/): The AI search engines that recommend products — ChatGPT, Perplexity, Google AI Overviews, Gemini, Claude, C…
- [ChatGPT product visibility tracking for your catalog](https://ecommerceinsights.ai/solutions/platforms/chatgpt/): Track every product in ChatGPT: Shopping cards, inline mentions, co-cited competitors, and week-over-week d…
- [Claude brand monitoring at the product level](https://ecommerceinsights.ai/solutions/platforms/claude/): Claude brand monitoring for product catalogs: track web-search citations, comparison Artifacts, and how Cla…
- [Copilot visibility tracking for D2C catalogs](https://ecommerceinsights.ai/solutions/platforms/copilot/): Microsoft Copilot visibility per product: Bing-grounded citations, Copilot in Bing and Edge, and the Bing i…
- [Gemini visibility tracker for product citations](https://ecommerceinsights.ai/solutions/platforms/gemini/): Track product citations in Gemini: inline mentions, Deep Research inclusion, and entity clarity — tracked s…
- [AI Overviews tracker: AIO and AI Mode, per product](https://ecommerceinsights.ai/solutions/platforms/google-ai-overviews/): Track Google AI Overviews and AI Mode per product, apart from classic SERPs: AIO citations, shopping carous…
- [Perplexity SEO: win shopping citations per product](https://ecommerceinsights.ai/solutions/platforms/perplexity/): Perplexity SEO for catalogs. Perplexity cites 3–7 sources per shopping answer — track your products and the…
- [Amazon Rufus optimization and tracking, per ASIN](https://ecommerceinsights.ai/solutions/platforms/rufus/): Amazon Rufus optimization for sellers: track Rufus citations per ASIN, score listings against the COSMO kno…
- [Walmart Sparky tracking for Marketplace brands](https://ecommerceinsights.ai/solutions/platforms/sparky/): Walmart Sparky tracking on request: see whether Walmart's AI shopping assistant recommends your items, with…

## Compare

- [Compare AI visibility tools — eCommerceInsights.AI](https://ecommerceinsights.ai/compare/): Eighteen honest head-to-head comparisons: eCommerce Insights vs ReFiBuy, Profound, Peec AI, Ahrefs Brand Ra…
- [eCommerce Insights vs Ahrefs Brand Radar (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-ahrefs-brand-radar/): eCommerce Insights vs Ahrefs Brand Radar: product-level AI visibility with PDP fixes versus AI brand tracki…
- [eCommerce Insights vs Athena HQ (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-athenahq/): eCommerce Insights vs Athena HQ: product-level AI visibility with a commerce-native fix pipeline versus tea…
- [eCommerce Insights vs Bluefish AI (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-bluefishai/): eCommerce Insights vs Bluefish AI compared: product-level AI visibility with PDP fixes for D2C brands versu…
- [eCommerce Insights vs Brandlight (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-brandlight/): eCommerce Insights vs Brandlight: product-level AI visibility with PDP fixes for ecommerce brands versus en…
- [eCommerce Insights vs Gushwork (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-gushwork/): eCommerce Insights vs Gushwork compared: self-serve product-level AI visibility software versus managed AI-…
- [eCommerce Insights vs LLMPulse (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-llmpulse/): eCommerce Insights vs LLMPulse compared: product-level AI visibility with PDP fixes versus broad LLM visibi…
- [eCommerce Insights vs Mint (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-mint/): eCommerce Insights vs Mint (getmint.ai): product-level AI visibility with PDP fixes versus AI search visibi…
- [eCommerce Insights vs Otterly (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-otterly/): eCommerce Insights vs Otterly compared: product-level AI visibility with PDP fixes versus lightweight, affo…
- [eCommerce Insights vs Peec AI (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-peec/): eCommerce Insights vs Peec AI: product-level AI visibility with PDP fixes for ecommerce versus European bra…
- [eCommerce Insights vs Profound (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-profound/): eCommerce Insights vs Profound: product-level AI visibility with PDP fixes for ecommerce brands versus ente…
- [eCommerce Insights vs Promptwatch (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-promptwatch/): eCommerce Insights vs Promptwatch: product-level AI visibility with PDP fixes versus prompt-level AI answer…
- [eCommerce Insights vs Ranketta (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-ranketta/): eCommerce Insights vs Ranketta: product-level AI visibility with PDP fixes and commerce-channel depth versu…
- [eCommerce Insights vs Rankshift (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-rankshift/): eCommerce Insights vs Rankshift: product-level AI visibility with PDP fixes versus brand-level AI rank trac…
- [eCommerce Insights vs ReFiBuy (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-refibuy/): eCommerce Insights vs ReFiBuy: both are product-level, but ReFiBuy targets enterprise multi-system catalogs…
- [eCommerce Insights vs Scrunch (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-scrunch/): eCommerce Insights vs Scrunch: product-level AI visibility with a per-PDP fix queue versus brand-level AI s…
- [eCommerce Insights vs SE Ranking AI (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-se-ranking-ai/): eCommerce Insights vs SE Ranking AI Visibility Tracker: product-level AI tracking with PDP fixes versus an …
- [eCommerce Insights vs Searchable (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-searchable/): eCommerce Insights vs Searchable compared: product-level AI visibility with PDP fixes for ecommerce catalog…
- [eCommerce Insights vs Semrush AI Visibility (2026)](https://ecommerceinsights.ai/compare/ecommerceinsights-vs-semrush-ai-visibility/): eCommerce Insights vs the Semrush AI Visibility Toolkit: product-level tracking with PDP fixes versus brand…

## Alternatives & best-of

- [AI visibility tool alternatives, honestly listed](https://ecommerceinsights.ai/alternatives/): Honest alternatives lists for ReFiBuy, Profound, and Peec AI — who switches, why, and which tool actually f…
- [Peec AI alternatives for ecommerce brands (2026)](https://ecommerceinsights.ai/alternatives/peec-alternatives/): Six honest Peec AI alternatives for 2026 — enterprise trackers, budget monitors, suite add-ons, and product…
- [Profound alternatives for ecommerce brands (2026)](https://ecommerceinsights.ai/alternatives/profound-alternatives/): Seven honest Profound alternatives for 2026 — product-level tracking, European monitoring, budget tools, an…
- [ReFiBuy alternatives for ecommerce teams (2026)](https://ecommerceinsights.ai/alternatives/refibuy-alternatives/): Five honest ReFiBuy alternatives — self-serve product-level tracking, brand monitoring, and suite options c…
- [Best AI visibility tools — 2026 ranked roundups](https://ecommerceinsights.ai/best/): Six ranked roundups of AI visibility, GEO, and agentic commerce tools for 2026 — criteria stated up front, …
- [Best agentic commerce platforms (2026)](https://ecommerceinsights.ai/best/best-agentic-commerce-platforms/): Five agentic commerce platforms ranked — closed-loop enterprise tools, self-serve product-level platforms, …
- [Best AI SEO tools for ecommerce (2026)](https://ecommerceinsights.ai/best/best-ai-seo-tools-for-ecommerce/): Seven AI SEO tools ranked for ecommerce in 2026 — suites, specialists, and services judged on catalog fit, …
- [Best AI visibility software: leading tools ranked (2026)](https://ecommerceinsights.ai/best/best-ai-visibility-software/): The leading software for AI visibility and generative engine optimization, ranked: best platform for beginn…
- [Best AI visibility tools for D2C brands (2026)](https://ecommerceinsights.ai/best/best-ai-visibility-tools-for-d2c/): Seven AI visibility tools ranked for D2C brands — judged on product-level resolution, channel coverage, mid…
- [Best AI visibility tools for Shopify (2026)](https://ecommerceinsights.ai/best/best-ai-visibility-tools-for-shopify/): Seven AI visibility tools ranked for Shopify brands — judged on product-level resolution, admin-API fit, pr…
- [Best GEO tools for brands and catalogs (2026)](https://ecommerceinsights.ai/best/best-geo-tools/): Eight GEO tools ranked for 2026 — enterprise trackers, European monitors, suite add-ons, and the ecommerce …

## Guides

- [AI visibility guides for ecommerce — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/guides/): Guides to product AI visibility, SKU-level AEO, GEO, agentic commerce protocols, llms.txt, and product sche…
- [Agentic Commerce Protocol (ACP) explained](https://ecommerceinsights.ai/resources/guides/agentic-commerce-protocol/): The Agentic Commerce Protocol from OpenAI and Stripe powers ChatGPT Instant Checkout. What merchants expose…
- [AI brand monitoring vs SKU-level tracking](https://ecommerceinsights.ai/resources/guides/ai-brand-monitoring-vs-sku-tracking/): AI brand monitoring measures reputation; SKU-level tracking measures catalog health. A fair comparison of t…
- [AI content optimization in 2026: what works](https://ecommerceinsights.ai/resources/guides/ai-content-optimization/): AI content optimization in 2026: three reliable levers — passage citability, entity clarity, structured dat…
- [AI keyword research for D2C brands](https://ecommerceinsights.ai/resources/guides/ai-keyword-research-for-d2c/): Buyers type to AI engines in full sentences with stacked qualifiers. A practical research method for D2C: c…
- [AI search optimization explained for ecommerce](https://ecommerceinsights.ai/resources/guides/ai-search-optimization/): AI search optimization gets content and products cited in AI answers. What changes versus classical SEO, wh…
- [AI SEO for ecommerce: the 2026 playbook](https://ecommerceinsights.ai/resources/guides/ai-seo-for-ecommerce/): AI SEO for ecommerce rewards citation inclusion, not ranked position. Seven moves a mid-market Shopify bran…
- [Amazon Rufus optimization: the COSMO playbook](https://ecommerceinsights.ai/resources/guides/amazon-rufus-optimization/): How Amazon Rufus retrieves from the COSMO knowledge graph, the 15 commonsense relations worth scoring, and …
- [GEO strategy for D2C brands: the working plan](https://ecommerceinsights.ai/resources/guides/geo-strategy-for-d2c/): How to stand up a first GEO program inside a D2C brand: the outcomes worth committing to, the three roles, …
- [How to rank products in ChatGPT: 7-step playbook](https://ecommerceinsights.ai/resources/guides/how-to-rank-products-in-chatgpt/): Ranking in ChatGPT means citation inclusion, not position. A seven-step playbook for merchants, from crawle…
- [llms.txt for Shopify: step-by-step guide](https://ecommerceinsights.ai/resources/guides/llms-txt-for-shopify/): How to create and host an llms.txt for a Shopify store — the Files-plus-redirect workaround, a full apparel…
- [How to optimize product content for AI search](https://ecommerceinsights.ai/resources/guides/optimize-content-for-ai-search/): A per-PDP checklist for AI search: titles, the first two sentences, bullets, review prompts, alt text, and …
- [Product AI visibility: the complete guide](https://ecommerceinsights.ai/resources/guides/product-ai-visibility/): Product AI visibility is per-SKU, per-engine, per-query measurement of whether AI engines cite your product…
- [Schema for AI search: the fields that matter](https://ecommerceinsights.ai/resources/guides/schema-for-ai-search/): Field-by-field Product JSON-LD for AI search: the identifiers engines resolve, the common Shopify blanks, a…
- [SKU-level AEO: the complete guide](https://ecommerceinsights.ai/resources/guides/sku-level-aeo/): SKU-level AEO optimizes PDPs, schema, and metadata so AI engines cite specific products, not just the brand…
- [Universal Commerce Protocol (UCP) explained](https://ecommerceinsights.ai/resources/guides/universal-commerce-protocol/): Google's Universal Commerce Protocol turns AI Mode and Gemini sessions into transactions. The merchant prof…
- [What is AEO? Answer Engine Optimization guide](https://ecommerceinsights.ai/resources/guides/what-is-aeo/): AEO meaning: Answer Engine Optimization — getting content cited in AI answers. What AEO stands for, both re…
- [What is Agentic Commerce Optimization (ACO)?](https://ecommerceinsights.ai/resources/guides/what-is-agentic-commerce-optimization/): Agentic Commerce Optimization (ACO) prepares product catalogs so AI shopping agents can evaluate and recomm…
- [What is AI visibility? Definition and measurement](https://ecommerceinsights.ai/resources/guides/what-is-ai-visibility/): AI visibility is how often and how favorably AI engines surface a brand or product in answers. What it cove…
- [What is GEO? Generative Engine Optimization guide](https://ecommerceinsights.ai/resources/guides/what-is-geo/): Generative Engine Optimization (GEO) is the practice of getting content and products cited in AI-generated …

## Glossary

- [AI search glossary: GEO, AEO, ACO, 40+ terms defined](https://ecommerceinsights.ai/resources/glossary/)
- [ACO: definition and examples — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/aco/)
- [AEO: definition and examples — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/aeo/)
- [Agent checkout: definition and 2026 status](https://ecommerceinsights.ai/resources/glossary/agent-checkout/)
- [Agent-readability score: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/agent-readability-score/)
- [Agentic Commerce Protocol (ACP): definition and status](https://ecommerceinsights.ai/resources/glossary/agentic-commerce-protocol/)
- [Agentic commerce: definition, stages, and 2026 status](https://ecommerceinsights.ai/resources/glossary/agentic-commerce/)
- [Shopify Agentic Storefronts: definition and status](https://ecommerceinsights.ai/resources/glossary/agentic-storefronts/)
- [AI answer engine: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/ai-answer-engine/)
- [AI brand visibility: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/ai-brand-visibility/)
- [AI discoverability: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/ai-discoverability/)
- [AI engine optimization: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/ai-engine-optimization/)
- [AI reputation management: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/ai-reputation/)
- [AI search engine optimization: definition and examples](https://ecommerceinsights.ai/resources/glossary/ai-search-engine-optimization/)
- [AI sentiment analysis: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/ai-sentiment/)
- [AI SEO: definition and examples — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/ai-seo/)
- [AI traffic analytics: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/ai-traffic-analytics/)
- [AI visibility metrics: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/ai-visibility-metrics/)
- [AI visibility score: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/ai-visibility-score/)
- [AI visibility: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/ai-visibility/)
- [AP2 Agent Payments Protocol: definition and status](https://ecommerceinsights.ai/resources/glossary/ap2/)
- [Brand mentions: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/brand-mentions/)
- [ChatGPT Instant Checkout: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/chatgpt-instant-checkout/)
- [ChatGPT Shopping: definition and merchant guide](https://ecommerceinsights.ai/resources/glossary/chatgpt-shopping/)
- [Citation analysis: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/citation-analysis/)
- [Citation score: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/citation-score/)
- [Conversational search engine: definition and examples](https://ecommerceinsights.ai/resources/glossary/conversational-search-engine/)
- [Amazon COSMO: definition and examples — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/cosmo/)
- [Draft cart: definition and examples — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/draft-cart/)
- [GEO: definition and examples — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/geo/)
- [Grok AI search: what it is and how it handles queries](https://ecommerceinsights.ai/resources/glossary/grok-ai-search/)
- [Hallucination detection: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/hallucination-detection/)
- [LLM optimizer: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/llm-optimizer/)
- [LLM seeding: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/llm-seeding/)
- [LLM SEO: definition and examples — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/llm-seo/)
- [LLM visibility: definition — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/llm-visibility/)
- [llms.txt: definition and examples — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/glossary/llms-txt/)
- [MCP (Model Context Protocol): definition](https://ecommerceinsights.ai/resources/glossary/mcp/)
- [PDP optimization: definition and examples](https://ecommerceinsights.ai/resources/glossary/pdp-optimization/)
- [Perplexity Buy with Pro: definition and examples](https://ecommerceinsights.ai/resources/glossary/perplexity-buy-with-pro/)
- [Product AI visibility: definition and examples](https://ecommerceinsights.ai/resources/glossary/product-ai-visibility/)
- [Product schema: definition and examples](https://ecommerceinsights.ai/resources/glossary/product-schema/)
- [Prompt monitoring: definition and examples](https://ecommerceinsights.ai/resources/glossary/prompt-monitoring/)
- [Prompt tracking: definition and examples](https://ecommerceinsights.ai/resources/glossary/prompt-tracking/)
- [Query fan-out: definition and examples](https://ecommerceinsights.ai/resources/glossary/query-fan-out/)
- [Amazon Rufus: definition and how it works](https://ecommerceinsights.ai/resources/glossary/rufus/)
- [Share of model: definition and examples](https://ecommerceinsights.ai/resources/glossary/share-of-model/)
- [Share of voice (AI): definition and examples](https://ecommerceinsights.ai/resources/glossary/share-of-voice-ai/)
- [SKU-level AEO: definition and examples](https://ecommerceinsights.ai/resources/glossary/sku-level-aeo/)
- [Universal Commerce Protocol (UCP): definition](https://ecommerceinsights.ai/resources/glossary/universal-commerce-protocol/)

## Blog

- [Blog: field notes on product-level AI visibility](https://ecommerceinsights.ai/resources/blog/): Field notes from the eCommerce Insights research team: ChatGPT citation behavior, Perplexity Shopping data,…
- [Agentic checkout: what ecommerce brands should do now](https://ecommerceinsights.ai/resources/blog/agentic-checkout-what-brands-should-do-now/): Agentic checkout is arriving in stages: draft carts today, ACP and UCP pilots next. What is live, what is p…
- [ChatGPT knowledge cutoff date — and every major AI model](https://ecommerceinsights.ai/resources/blog/ai-model-knowledge-cutoff-dates/): Knowledge cutoff dates for ChatGPT, Gemini, Claude, Copilot, and Perplexity, which engines search the live …
- [AI search engines list: the 8 that matter in 2026](https://ecommerceinsights.ai/resources/blog/ai-search-engines-list/): Every artificial intelligence search engine that matters in 2026, compared: live web access, shopping surfa…
- [Alexa for Shopping: Amazon's New Answer Layer](https://ecommerceinsights.ai/resources/blog/amazon-alexa-for-shopping-answer-layer/): Amazon's Alexa for Shopping puts AI overviews atop search results and PDPs, merges Rufus with Alexa+, and a…
- [Brand-level AI tracking is missing your revenue](https://ecommerceinsights.ai/resources/blog/brand-level-ai-tracking-is-missing-your-revenue/): Brand mentions are a comms metric. In ecommerce the SKU is the revenue unit, and brand-level AI tracking ca…
- [ChatGPT vs Google AI Overviews for D2C brands](https://ecommerceinsights.ai/resources/blog/chatgpt-vs-google-ai-overviews-for-d2c/): How ChatGPT and Google AI Overviews differ for D2C: who is asking, how each engine cites products, and wher…
- [Does ChatGPT give everyone the same answer? No — here's why](https://ecommerceinsights.ai/resources/blog/does-chatgpt-give-everyone-the-same-answer/): ChatGPT answers vary by run, user, memory, retrieval, and location. What drives the variance, and why brand…
- [Google ARD spec: agent discovery, not product data](https://ecommerceinsights.ai/resources/blog/google-agentic-resource-discovery-spec/): Google's Agentic Resource Discovery spec lets organizations publish agent-callable tools at a domain-anchor…
- [How AI engines pick which products to cite](https://ecommerceinsights.ai/resources/blog/how-ai-engines-pick-which-products-to-cite/): Retrieval, grounding, and ranking: the three-step mechanism AI engines use to choose which products to reco…
- [Measuring AI visibility: the metrics that matter](https://ecommerceinsights.ai/resources/blog/measuring-ai-visibility-what-actually-matters/): How to measure AI visibility for ecommerce: the per-SKU, per-engine primitive, the rollups that mislead, an…
- [Perplexity Shopping citation patterns from 200 queries](https://ecommerceinsights.ai/resources/blog/perplexity-shopping-citation-patterns/): How many sources Perplexity Shopping cites per answer, which source types win, and where D2C brand PDPs los…
- [Robots.txt for AI crawlers: who to allow and why](https://ecommerceinsights.ai/resources/blog/robots-txt-for-ai-crawlers/): Which AI crawlers to allow in robots.txt — GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot, Google-Extended…
- [Product page schema for AI answers, field by field](https://ecommerceinsights.ai/resources/blog/schema-your-product-pages-need-for-ai-answers/): The Product JSON-LD fields that decide AI citation, the ones most ecommerce PDPs leave empty, and a complet…
- [Shopify Cart MCP replaces Storefront MCP cart tools](https://ecommerceinsights.ai/resources/blog/shopify-cart-mcp-ucp-deprecation/): Shopify is deprecating Storefront MCP cart tools for UCP Cart MCP at a new endpoint. What changes, what bre…
- [Shopify Hydrogen WebMCP: agent tools in the browser](https://ecommerceinsights.ai/resources/blog/shopify-hydrogen-webmcp-in-browser-agents/): Shopify's Hydrogen developer preview adds WebMCP tools that, per the changelog, expose a storefront to in-b…
- [Shopify metafields for AI search: the fields that matter](https://ecommerceinsights.ai/resources/blog/shopify-metafields-for-ai-search/): Which Shopify metafields move AI search visibility, how to structure them at product and variant level, and…
- [Shopify made every store agent-readable — llms.txt is live](https://ecommerceinsights.ai/resources/blog/shopify-native-llms-txt-agents-md/): Shopify now serves llms.txt, agents.md, and a UCP profile on every store, with official template customizat…
- [Shopify Standard Storefront Events and Actions, Explained](https://ecommerceinsights.ai/resources/blog/shopify-standard-storefront-events-and-actions/): Shopify's changelog describes standard storefront events and Shopify.actions calls on every Liquid storefro…
- [Shopify WebMCP: agent tools on every Liquid storefront](https://ecommerceinsights.ai/resources/blog/shopify-webmcp-liquid-hydrogen-storefront-tools/): Shopify's changelog says every Liquid storefront now exposes WebMCP tools agents can call — catalog search,…
- [The D2C playbook for AI search: 7 steps that compound](https://ecommerceinsights.ai/resources/blog/the-d2c-playbook-for-ai-search/): A seven-step AI search playbook for D2C brands: audit per SKU, fix schema and llms.txt, rewrite thin PDPs, …
- [Webflow Data API: JSON-LD schema endpoints](https://ecommerceinsights.ai/resources/blog/webflow-data-api-json-ld-schema-endpoints/): Webflow's changelog says the Data API now exposes endpoints for reading and writing page JSON-LD. What it c…
- [Webflow MCP 2.0: agents edit without Designer sessions](https://ecommerceinsights.ai/resources/blog/webflow-mcp-2-agents-without-designer-sessions/): Webflow's changelog says MCP 2.0 drops the Designer-session requirement for most element, style, and variab…
- [GEO vs SEO: where they overlap, where they split](https://ecommerceinsights.ai/resources/blog/why-geo-differs-from-seo/): GEO and SEO share most foundations and diverge at the surface. Five similarities, five differences, and why…
- [Wix Headless SEO Goes Automatic: What It Emits](https://ecommerceinsights.ai/resources/blog/wix-headless-automatic-seo-metadata/): Wix's July 1, 2026 changelog says headless Astro projects now auto-generate SEO metadata, robots.txt and si…
- [Wix llms.txt API: control AI agent visibility (2026)](https://ecommerceinsights.ai/resources/blog/wix-llms-txt-api-agent-visibility/): Wix released an API to manage llms.txt files. Auto-generated defaults expose site capabilities to AI agents…
- [Your best seller is invisible in ChatGPT: a 30-min audit](https://ecommerceinsights.ai/resources/blog/your-best-seller-is-invisible-in-chatgpt/): Check whether your top-revenue products appear in ChatGPT shopping answers. Five prompts, a scoring rubric,…

## Jobs to be done

- [Jobs to be done — AI visibility tasks, answered](https://ecommerceinsights.ai/resources/jobs-to-be-done/): Twenty-six specific jobs ecommerce teams hire eCommerce Insights to do, grouped by journey stage: diagnose,…
- [How to audit a headless storefront for AI readiness](https://ecommerceinsights.ai/resources/jobs-to-be-done/audit-a-headless-storefront-for-ai-readiness/): Client-side rendering hides content and schema from AI crawlers. How to audit a headless or custom storefro…
- [How to audit a Shopify catalog for AI readiness](https://ecommerceinsights.ai/resources/jobs-to-be-done/audit-my-shopify-catalog-for-ai-readiness/): One report covering every product before the quarterly review: schema, review signal, entity clarity, engin…
- [How to benchmark your catalog against competitors](https://ecommerceinsights.ai/resources/jobs-to-be-done/benchmark-my-catalog-against-competitors/): Are you above or below the category norm, per engine? Scores without context don't drive decisions. How to …
- [How to check if AI agents can read your PDPs](https://ecommerceinsights.ai/resources/jobs-to-be-done/check-if-ai-agents-can-read-my-pdps/): Could a shopping agent find your price, stock, and returns policy? How to score every PDP on agent-readabil…
- [How to check if your product appears in ChatGPT](https://ecommerceinsights.ai/resources/jobs-to-be-done/check-if-my-product-appears-in-chatgpt/): Is ChatGPT recommending your product or a competitor's? The 90-second check with the free visibility checke…
- [How to compare your brand's AI share of voice](https://ecommerceinsights.ai/resources/jobs-to-be-done/compare-my-brand-ai-share-of-voice/): The board wants a number: your share of the AI answer vs the top three competitors. How to measure share of…
- [Where does AI get its information about your products?](https://ecommerceinsights.ai/resources/jobs-to-be-done/find-out-where-ai-engines-get-product-information/): Where does AI get its information? For products: your PDPs, review platforms, Reddit threads, and publisher…
- [Why ChatGPT recommends a competitor — how to find out](https://ecommerceinsights.ai/resources/jobs-to-be-done/find-out-why-chatgpt-recommends-a-competitor/): ChatGPT names your competitor for the query you should own. How to compare the winning PDP against yours — …
- [How to find PDPs failing in AI search](https://ecommerceinsights.ai/resources/jobs-to-be-done/find-pdps-failing-ai-search/): Which of your product pages are the problem? How to rank every PDP by citation and agent-readability risk, …
- [How to fix product schema for AI search](https://ecommerceinsights.ai/resources/jobs-to-be-done/fix-product-schema-for-ai-search/): Your Product JSON-LD is a mess and you don't know which fields matter to AI engines. The 11 fields that cor…
- [How to fix robots.txt blocking AI crawlers](https://ecommerceinsights.ai/resources/jobs-to-be-done/fix-robots-txt-blocking-ai-crawlers/): Did your agency block GPTBot two years ago and never tell you? How to audit robots.txt for the AI bots that…
- [How to generate llms.txt for a Shopify store](https://ecommerceinsights.ai/resources/jobs-to-be-done/generate-llms-txt-for-my-shopify-store/): Get a correct llms.txt without hand-writing it: the free generator, the Shopify Files + redirect hosting re…
- [How to get your products cited in Perplexity](https://ecommerceinsights.ai/resources/jobs-to-be-done/get-my-products-cited-in-perplexity/): Perplexity cites 3–7 sources per shopping answer and keeps picking review sites and competitors. The change…
- [How to rank in AI Overviews — get products cited](https://ecommerceinsights.ai/resources/jobs-to-be-done/get-my-products-into-google-ai-overviews/): How to rank in AI Overviews: the indexation, schema, feed, and answer-coverage work that gets a product pag…
- [How to improve Amazon listings for Rufus](https://ecommerceinsights.ai/resources/jobs-to-be-done/improve-my-amazon-listings-for-rufus/): Rufus ranks through Amazon's COSMO knowledge graph, not keyword matching. How to map your title, bullets, a…
- [How to monitor product visibility weekly](https://ecommerceinsights.ai/resources/jobs-to-be-done/monitor-sku-visibility-weekly/): A Monday-morning email: what moved, what broke, what to fix. How to set up a weekly product visibility dige…
- [How to onboard a new brand to AI visibility (agency)](https://ecommerceinsights.ai/resources/jobs-to-be-done/onboard-a-new-brand-agency/): New client signed Friday, baseline report due at kickoff. The week-one agency SOP: connect the store, run t…
- [How to prepare your store for agentic checkout](https://ecommerceinsights.ai/resources/jobs-to-be-done/prepare-my-store-for-agentic-checkout/): ChatGPT can complete purchases now. What to do this quarter: the ACP and UCP landscape, hedged honestly, pl…
- [How to prioritize which PDPs to fix first](https://ecommerceinsights.ai/resources/jobs-to-be-done/prioritize-which-pdps-to-fix-first/): 1,800 SKUs, two writers — where do you start? Rank the fix queue by revenue rank × score gap × engine cover…
- [How to prove AI search ROI to leadership](https://ecommerceinsights.ai/resources/jobs-to-be-done/prove-ai-search-roi-to-leadership/): "Why are we paying for another SEO tool?" The before/after/attribution framework: baseline, per-SKU lift, s…
- [How to recover a lost AI citation](https://ecommerceinsights.ai/resources/jobs-to-be-done/recover-a-lost-ai-citation/): You were in the answer last month and now you're not. How to read the forensic trail — your PDP, the compet…
- [How to report AI visibility to clients monthly](https://ecommerceinsights.ai/resources/jobs-to-be-done/report-ai-visibility-to-clients-monthly/): A client-ready monthly AI visibility report without a day of collation: per-client workspaces, scheduled br…
- [How to rewrite product titles for AI search](https://ecommerceinsights.ai/resources/jobs-to-be-done/rewrite-product-titles-for-ai-search/): Titles written for Google snippets read badly in AI answers. What AI engines actually want from a title, wi…
- [How to set up alerts for AI visibility drops](https://ecommerceinsights.ai/resources/jobs-to-be-done/set-up-alerts-for-ai-visibility-drops/): Know the day a top-50 product falls out of the AI answer, not at month-end. How to set threshold alerts on …
- [How to track AI referral traffic in GA4](https://ecommerceinsights.ai/resources/jobs-to-be-done/track-ai-referral-traffic-in-ga4/): AI referrals from ChatGPT and Perplexity scatter across Direct and Referral in GA4. The custom channel grou…
- [How to track competitor products in AI answers](https://ecommerceinsights.ai/resources/jobs-to-be-done/track-competitor-products-in-ai-answers/): Your competitor got a big AI recommendation bump — what changed? How to watchlist rival products and get we…

## Free tools

- [Free AI visibility tools for ecommerce brands](https://ecommerceinsights.ai/tools/): Nine free product AI visibility tools: SKU grader, AEO grader, crawler simulator, ChatGPT and AI Overviews …
- [AEO Grader: free answer engine score for any PDP](https://ecommerceinsights.ai/tools/aeo-grader/): Free AEO grader for ecommerce pages. Score any URL 0–100 on structured data, content depth, crawler access,…
- [Agentic Readiness Grader: free UCP & ACP check](https://ecommerceinsights.ai/tools/agentic-readiness-grader/): Free agentic-commerce check: the UCP profile, ACP discovery file, Product JSON-LD and robots.txt scored liv…
- [AI Crawler Simulator — free Googlebot simulator for PDPs](https://ecommerceinsights.ai/tools/ai-crawler-simulator/): Free AI crawler simulator: see any product page as GPTBot, ClaudeBot, PerplexityBot, and Googlebot do — rob…
- [AI Overviews Checker — free AI Overview tracker](https://ecommerceinsights.ai/tools/ai-overviews-checker/): Free AI Overview tool: check whether Google AI Overviews can cite your product page. Live robots, schema, a…
- [ChatGPT Product Visibility Checker — free live test](https://ecommerceinsights.ai/tools/chatgpt-product-visibility-checker/): Check whether ChatGPT cites your product page. Two live GPT-4o prompts with web search, a per-prompt verdic…
- [Free llms.txt generator for Shopify stores](https://ecommerceinsights.ai/tools/llms-txt-generator/): Generate a valid llms.txt for your Shopify store in 30 seconds. The tool reads your homepage, detects colle…
- [Product schema generator: free JSON-LD for any PDP](https://ecommerceinsights.ai/tools/product-schema-generator/): Paste a product URL and get complete Product JSON-LD: name, brand, GTIN, offers, aggregateRating. Validated…
- [AI search ROI calculator for ecommerce catalogs](https://ecommerceinsights.ai/tools/roi-calculator/): Estimate the revenue at stake as AI-driven traffic grows from today's share toward 20% of sessions. Conserv…
- [Shopify SKU Visibility Grader — free AI citation check](https://ecommerceinsights.ai/tools/shopify-sku-visibility-grader/): Paste your Shopify store URL. The grader samples five PDPs, scores AI visibility 0–100 per product, and che…

## Docs

- [Documentation — eCommerceInsights.AI](https://ecommerceinsights.ai/docs/)
- [API — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/api/)
- [API overview — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/api/overview/)
- [API reference — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/api/reference/)
- [Changelog — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/changelog/)
- [AI visibility, explained — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/concepts/ai-visibility/)
- [Channel-aware scoring — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/concepts/channel-aware-scoring/)
- [GEO / AEO / ACO taxonomy — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/concepts/geo-aeo-aco/)
- [AI Agent Lens — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/agent-lens/)
- [Alerts — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/alerts/)
- [Analyze a Page — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/analyze-a-page/)
- [Brand voice — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/brand-voice/)
- [Image Enhancer — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/image-enhancer/)
- [Listing rewrite — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/listing-rewrite/)
- [PDP Score — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/pdp-score/)
- [Personas — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/personas/)
- [Prompt Runs (Monitor) — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/prompt-runs/)
- [Rufus Score — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/rufus-score/)
- [Scheduler — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/scheduler/)
- [Sentiment Analysis — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/features/sentiment/)
- [Quick start — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/getting-started/)
- [Integrations — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/integrations/)
- [Amazon Seller Central — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/integrations/amazon-seller-central/)
- [Pingback protocol — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/integrations/pingback-protocol/)
- [Shopify integration — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/integrations/shopify/)
- [Wix, Squarespace, Webflow — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/integrations/wix-squarespace-webflow/)
- [WooCommerce integration — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/integrations/woocommerce/)
- [Troubleshooting — eCommerceInsights.AI docs](https://ecommerceinsights.ai/docs/troubleshooting/)

## Resources

- [Ecommerce AI visibility resources — eCommerceInsights.AI](https://ecommerceinsights.ai/resources/): The eCommerce Insights resource library for product-level AI visibility: blog, glossary, guides, jobs-to-be…