AI search for ecommerce
A shopper asks ChatGPT for the best option in your category. Your store is not in the answer. These pieces cover crawler access, schema, llms.txt and reviews.
43 articlesLast updated
- AI searchAI searchAIidukki · blog
What AI Says About You: the AI Genie playbook
AI Genie puts the “what does ChatGPT say about this” tab on your storefront: a real AI search per engine, scoped to the product being viewed.
Rohin Aggarwal · November 10, 2025
- AI searchAI searchAIidukki · blog
How to make your product content readable by AI shopping agents
AI agents shortlist products by reading facts and evidence, not design. Fix three surfaces: structured data, plain-text claims, and a reachable review corpus.
Rohin Aggarwal · June 8, 2026
- AI search~$2.33 per 1,000 imagesAI searchAIidukki · blog
AI content tagging for UGC: how it works, shown on sample posts
How AI tagging links UGC to your products. Tags on sample posts, where it misses, and cost.
Rohin Aggarwal · June 4, 2026
- AI searchAI searchCustomeridukki · blog
Visual search and "shop the look": turning a customer photo into a buyable cart
Visual search and shop-the-look turn a photo, often a real customer's, into a path straight to a buyable product. How it works and where it earns its place.
Rohin Aggarwal · May 29, 2026
- AI searchAI searchUGCidukki · blog
Structured data and schema for product UGC
Customer photos, videos and reviews only count for search and AI agents if a machine can parse them. This is the schema that turns a gallery into visibility.
Rohin Aggarwal · March 7, 2026
- AI searchAI searchSnippetsidukki · blog
Aggregate-rating schema and Google rich snippets
Those review stars under a search result come from aggregate-rating schema, not from having reviews. Here is how to earn the stars, and how to keep them.
Rohin Aggarwal · January 24, 2026
- AI searchAI searchAIidukki · blog
Auto-curation: letting AI surface your best UGC
Auto-curation uses AI to surface the strongest UGC from a library too large to hand-review, scoring on quality, relevance, performance and rights status.
Rohin Aggarwal · January 8, 2026
- AI searchAI searchUGCidukki · blog
Personalised UGC galleries: the right proof for each shopper
Two shoppers, one product page, two different doubts. A personalised UGC gallery surfaces the customer content most likely to win each sale, built on tagged…
Rohin Aggarwal · January 7, 2026
- AI search46 sourced statsAI search100 statsidukki · blog
46 social commerce and UGC statistics for 2026, each traced to its source
46 social commerce, UGC, video and review statistics for 2026. Each has a named primary source, a year and a link. We cut 83 lines we could not trace.
Rohin Aggarwal · October 2, 2025
- AI searchAI searchAI × UGCidukki · blog
AI + UGC: What is Next for E-commerce Content in 2026
AI model shots and synthetic video are blurring the line between real and made-up content. The question is where faking it quietly costs a brand trust.
Rohin Aggarwal · November 12, 2025
- AI searchAI searchROIidukki · blog
How to Measure UGC ROI: Formula, Attribution, Templates
Incremental revenue minus fully-loaded cost, over cost. Holdout testing for attribution. The KPI stack, the reporting cadence, and the pitfalls that inflate…
Rohin Aggarwal · April 16, 2026
- AI searchAI searchInlineidukki · blog
Inline Galleries vs Floating Widgets: Layout Conversion Data
Inline above-the-fold: +23% lift. Floating sidebar: +8%. The cases where floating is still the right answer, and the Core Web Vitals cost of getting it wrong.
Rohin Aggarwal · May 14, 2026
- AI searchAI searchIG vs TTidukki · blog
Instagram vs TikTok UGC: Which Platform Converts Better in 2026?
TikTok gets roughly 3x the views; Instagram UGC drives more direct purchases. What that split says about where to spend, from 1,200 brand campaigns.
Rohin Aggarwal · November 16, 2025
- AI searchAI search4.1× liftidukki · blog
Photo Reviews vs Video Reviews: Which Drives More Purchases?
Video reviews convert at 8.3% (1.6× photo, 4.1× text), but only 3% of customers submit video unprompted versus 14% for photos. Here is how to layer both.
Rohin Aggarwal · May 23, 2026
- AI searchAI search38 reviewsidukki · blog
Customer Review Volume Benchmarks: How Many Is Enough?
Median brands have 9 reviews per SKU; top-decile have 38. The trust threshold sits at 20+. Volume by industry, photo/video penetration, and growth tactics.
Rohin Aggarwal · June 9, 2026
- AI searchAI searchFutureidukki · blog
The Future of eCommerce Is Shoppable Video: 5 Things You Need To Know
Shoppable video stopped being a trend and became a baseline. Here are the five shifts to prepare for as video turns into the primary surface people actually…
Rohin Aggarwal · January 18, 2024
- AI searchAI search8 callsidukki · blog
Social Commerce Predictions 2027: What Brands Should Plan For
TikTok Shop overtakes Amazon for under-25 fashion. Instagram retires link-in-bio. Agents handle 20%+ of discovery. Five predictions, and the prep each one…
Rohin Aggarwal · December 3, 2025
- AI searchAI search2027idukki · blog
11 UGC Trends That Will Define Ecommerce in 2027
AI-personalised serving, vertical formats, live shoppable, agentic shopping, AR try-on at scale, creator royalty standards. Eleven shifts ranked by revenue…
Rohin Aggarwal · December 4, 2025
- AI searchAI searchSEOidukki · blog
Agentic SEO for UGC: the data AI agents quote is your customers’, not your copy
AI agents quote evidence, not marketing prose. Reviews and UGC carry what agents weight: specificity, attribution, recency. Agentic SEO is mostly UGC…
Rohin Aggarwal · November 18, 2025
- AI searchAI searchUGCidukki · blog
Super Search: Finding Your Best UGC in Seconds with Natural Language
Type what you want and get the matching UGC clips back in seconds instead of scrolling a folder of 8,000. How it works and where it pays off.
Rohin Aggarwal · November 13, 2025
- AI searchAI searchCustomeridukki · blog
"Shop the Look" from a Single Customer Photo: Visual Search to Cart
Shop the look turns one customer photo into a buyable cart: detect every product in the image, make each tappable, let the shopper check out in the picture.
Rohin Aggarwal · November 4, 2025
- AI searchAI searchUGCidukki · blog
Build an AI-Curated, Self-Updating UGC Gallery
An AI-curated gallery scores incoming customer content for quality and brand safety, publishes what clears the bar, and quietly refreshes itself.
Rohin Aggarwal · October 31, 2025
- AI searchAI searchAIidukki · blog
How to Appear in Google AI Overviews (SGE) for Ecommerce
AI Overviews pick sources by reading structured product data, direct answers and verified reviews, not by ranking blue links. Quotable beats ranking first.
Rohin Aggarwal · October 3, 2025
- AI searchAI searchAEOidukki · blog
AEO for Reviews: Getting Your Ratings Quoted by AI Agents
AI agents quote a star rating when it is backed by verified, machine-readable review evidence. Mark up real reviews with Review and AggregateRating schema.
Rohin Aggarwal · June 12, 2026
Every ai search article, A to Z
- "Shop the Look" from a Single Customer Photo: Visual Search to Cart
- 11 UGC Trends That Will Define Ecommerce in 2027
- 46 social commerce and UGC statistics for 2026, each traced to its source
- AEO for Reviews: Getting Your Ratings Quoted by AI Agents
- Agentic AI in Shopping — A Merchant Primer
- Agentic SEO for UGC: the data AI agents quote is your customers’, not your copy
- Aggregate-rating schema and Google rich snippets
- AI + UGC: What is Next for E-commerce Content in 2026
- AI content tagging for UGC: how it works, shown on sample posts
- AI-generated "UGC-style" content vs the real thing: where each belongs, and the labels you owe
- Answer Engine Optimisation for Ecommerce: The Complete AEO Library
- Answer Engine Optimisation: the 2026 playbook for ecommerce
- Auto-curation: letting AI surface your best UGC
- Build an AI-Curated, Self-Updating UGC Gallery
- ChatGPT can try on your products now. Can it find them?
- Customer Review Volume Benchmarks: How Many Is Enough?
- GEO vs SEO vs AEO: which should an ecommerce brand optimise for?
- GPTBot vs Googlebot: Divergence in Crawl, Citation and Conversion
- How to Appear in Google AI Overviews (SGE) for Ecommerce
- How to make your product content readable by AI shopping agents
- How to Measure UGC ROI: Formula, Attribution, Templates
- Inline Galleries vs Floating Widgets: Layout Conversion Data
- Instagram vs TikTok UGC: Which Platform Converts Better in 2026?
- Local SEO with Google reviews and UGC: the multi-location playbook
- Personalised UGC galleries: the right proof for each shopper
- Photo Reviews vs Video Reviews: Which Drives More Purchases?
- Reviews as Evidence: How AI Engines Weight Verified vs Unverified by 14x
- Reviews platforms are becoming AI-visibility products: reading Yotpo Discover
- Schema.org for ecommerce in the agentic era: 14 schemas every storefront should emit, ranked by AI-engine pickup
- Social Commerce Predictions 2027: What Brands Should Plan For
- Structured data and schema for product UGC
- Super Search: Finding Your Best UGC in Seconds with Natural Language
- The 42-signal AEO scorecard: rate any PDP for citation-readiness in 10 minutes
- The agent review-trust standard: how AI shoppers decide which ratings to believe
- The Citation Gap: We Tracked 1,200 Brands Inside ChatGPT for 90 Days
- The Future of eCommerce Is Shoppable Video: 5 Things You Need To Know
- The State of UGC & AI Commerce 2026
- Virtual and CGI influencers: the trust and disclosure questions brands can’t skip
- Visual search and "shop the look": turning a customer photo into a buyable cart
- What AI Says About You: the AI Genie playbook
- What is Generative Engine Optimization (GEO)? The ecommerce guide
- Which AI engine cites you? A 90-day study of 1,200 prompts across ChatGPT, Claude, Perplexity, Gemini and Copilot
- Why Your Highest-Converting Page Is Invisible to AI Engines (And the 3-Line Fix)
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