Industry News & Trends
Applied AI for Distributors: the room agreed on the bottleneck
Every keynote at Applied AI for Distributors agreed the real bottleneck isn't the AI model — it's your product data. Here's the part the mainstage left out.
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Topic
AI Search & Discovery
How to get your products surfaced by AI answer engines and LLMs — the new front door to discovery.
Jewelry & Watches
Getting jewelry & watches products recommended by ChatGPT, Gemini, and AI shopping
Why thin jewelry and watch listings vanish from ChatGPT, Gemini, and Google AI Mode, and the attribute-level data that gets them recommended.
HVAC/R
HVAC's refrigerant reset broke every spec sheet — your catalog is where buyers find out
The 2025 switch from R-410A to A2L refrigerants replaced a generation of model numbers overnight. The distributors winning the aftermath treated it as a product-data problem, not a refrigerant one.
Catalog & PIM Ops
Stop fixing your product data at the exit
Feed management enriches the printout, not the document. The correction never flows back to your source of truth — so you redo the same work on every channel, forever. Fix it upstream instead.
Adobe Commerce (Magento)
Making your Adobe Commerce catalog agent-readable (AEO)
How to make Adobe Commerce PDPs agent-readable: structured attributes, complete Product JSON-LD, server-rendered HTML, and clear buyer answers.
Implementation & Technical SEO
How LLM crawlers fetch pages — and why client-rendered data is invisible
How GPTBot, ClaudeBot, and Perplexity actually fetch pages, why client-rendered PDP data goes invisible to them, and the SSR/JSON-LD fix that makes it readable.
Catalog & PIM Ops
Product data enrichment is the cheapest growth in ecommerce
No new ad budget, no new channel, no replatform. Just the product data you already own, made complete enough to get found, get chosen, and get kept. Here's what that takes — and where the work actually belongs.
Forecasting & Planning
AI demand planning is coming. Your attribute layer decides if it works.
Every planning vendor is shipping ML forecasting now. The real differentiator won't be the algorithm, it'll be the attribute data feeding it.
Implementation & Technical SEO
Keeping JSON-LD in sync with the visible page (drift is a trust problem)
JSON-LD that disagrees with the visible page gets flagged as untrustworthy rather than averaged out. Why drift happens, and how to fix it for good.
Office Supplies
Getting office supplies products recommended by ChatGPT, Gemini, and AI shopping
Office supplies shoppers now ask ChatGPT and Gemini to pick the product for them. Here's why thin catalog data loses that pick, and what actually fixes it.
Implementation & Technical SEO
Product structured data: the schema.org fields that matter for AI and rich results
Which schema.org Product and Offer fields drive Google rich results and AI citations, how to populate them, and the mistakes that disqualify a page.
Implementation & Technical SEO
JSON-LD vs microdata vs on-page text: what AI agents actually read
JSON-LD, microdata, and visible text explained: what Google, GPTBot, and other AI agents actually parse, and why your markup must match the page.
Salsify
Keeping structured data in sync from Salsify to the page
How to keep Salsify attributes and product JSON-LD in sync with the rendered page, so buyers and AI agents both read your source of truth.
Beauty & Cosmetics
How beauty shoppers search now — and why your catalog isn't the answer
Beauty shoppers now ask AI to recommend products before they ever open your site. Here's why thin catalog data keeps you out of the answer.
Product Data & Enrichment
6 things you need to know to charge up your visibility in AI checkout
Google's UCP lets shoppers buy straight from AI Mode and Gemini — but your product feed decides whether you even show up. Here are the 6 things that put you in the cart (and keep you out).
Furniture & Home
Getting furniture & home products recommended by ChatGPT, Gemini, and AI shopping
Furniture shoppers now ask ChatGPT and Gemini to pick the sofa. If your product data is thin, the AI recommends a competitor instead.
Skincare
Skincare is being reranked by AI shopping agents. Is your catalog readable?
AI shopping agents are reranking skincare catalogs in real time. Here's why thin product data gets skipped and what machine-readable data looks like.
Product Data & Enrichment
The $2 billion data problem electrical distribution still hasn't fixed
In 2023, NAED found poor product data costs electrical distribution over $2B a year. In 2026, that same data decides whether AI engines and a younger generation of buyers ever find you.
commercetools
Adding Product JSON-LD on commercetools — and keeping it in sync
How to map commercetools Product Projections to schema.org Product JSON-LD, handle GTIN/brand/ratings, and keep markup synced with the rendered PDP.
Product Data & Enrichment
Missing GTINs are quietly deleting you from AI search
A blank GTIN field doesn't throw an error. It just makes your product harder for a machine to identify, trust, and recommend — so it gets passed over.
Consumer Electronics
Consumer Electronics is being reranked by AI shopping agents. Is your catalog readable?
AI shopping agents now rerank consumer electronics by data quality, not domain authority. See why thin spec sheets go invisible and what fixes it.
BigCommerce
Making your BigCommerce catalog agent-readable (AEO)
How to make a BigCommerce catalog agent-readable: structured attributes, Product JSON-LD, and server-rendered content AI shopping agents can actually parse.
Adobe Commerce (Magento)
Adding Product JSON-LD on Adobe Commerce — and keeping it in sync
How to add schema.org Product JSON-LD on Adobe Commerce PDPs, which fields (gtin, offers, aggregateRating) matter, and how to keep markup synced with the page.
AI Search & Discovery
Agentic commerce just made your product feed your storefront
When an AI agent does the shopping, it never sees your homepage, your hero image, or your brand video. It reads your feed. That's the whole storefront now.
Headless & Custom
Adding Product JSON-LD on a headless storefront — and keeping it in sync
How to add schema.org Product JSON-LD to a headless storefront, which fields matter most, and how to keep markup in sync with the rendered page.
Footwear
Getting footwear products recommended by ChatGPT, Gemini, and AI shopping
Footwear shoppers now ask ChatGPT and Gemini for recommendations before a search engine. Here's why thin product data keeps brands invisible to AI.
Product Data & Enrichment
5 product-data gaps that get your SKUs filtered out of AI shopping
AI shopping engines don't reject your products loudly. They filter quietly, on data they can't read. Here are the 5 gaps that do it most — and how to close them.
AI Search & Discovery
Answer Engine Optimization: getting your products cited by AI
Buyers increasingly start in ChatGPT, Perplexity, and AI Overviews — not a search box. Here's what it takes for your products to be the answer.
Salsify
Making Salsify-managed catalogs agent-readable
How to turn Salsify-managed product data into complete attributes, real identifiers, and valid Product JSON-LD that AI agents and shoppers can both read.
Salesforce Commerce Cloud
Adding Product JSON-LD on Salesforce Commerce Cloud — and keeping it in sync
Get complete schema.org Product JSON-LD onto Salesforce Commerce Cloud PDPs: what SFRA already builds for you, what it's missing, how to extend it from the catalog API, and how to keep it in sync.
Unilog
Adding Product JSON-LD on Unilog — and keeping it in sync
How distributors add schema.org Product JSON-LD to Unilog CX1 pages, which fields matter, and how to keep markup synced with live price and stock.
Syndigo
Making Syndigo-managed catalogs agent-readable
How to turn Syndigo-managed catalog content into agent-readable storefront pages: identifier mapping, Product JSON-LD, and validation steps for manufacturers.
Pet Supplies
How pet supplies shoppers search now — and why your catalog isn't the answer
Pet shoppers now ask AI for recommendations, not just search terms. Here's why thin product data makes your catalog invisible — and what to fix first.
Product Data & Enrichment
Launching a SKU online is a content problem, not a catalog problem
You compete to sell the same parts as everyone else. The catalog isn't the bottleneck — the content is. Here's how to think about it.
Measurement & ROI
Measuring referral traffic from AI answer engines
How to track referrals from ChatGPT, Perplexity, and Google AI Overviews using GA4, Search Console, and server logs, plus the attribution gaps to stay honest about.
Appliances
How appliances shoppers search now — and why your catalog isn't the answer
Appliance shoppers now ask AI to shortlist fridges and dishwashers. Thin product feeds get skipped. Here's what machine-readable data looks like.
Apparel
Apparel is being reranked by AI shopping agents. Is your catalog readable?
AI shopping agents now rerank apparel by fit, fabric, and care data, not just keywords. Here's what thin product data costs you and what fixes it.
Oracle Commerce
Adding Product JSON-LD on Oracle Commerce — and keeping it in sync
Add schema.org Product JSON-LD on Oracle Commerce — map name, brand, GTIN, SKU, offers, and ratings, then keep the markup in sync with the live page.
Health & Supplements
Health & Supplements is being reranked by AI shopping agents. Is your catalog readable?
AI shopping agents now rank supplements by dosage, form, and certification data. Thin product feeds get skipped. Here's what readable catalogs look like.
Optimizely (Configured Commerce)
Making your Optimizely Configured Commerce catalog agent-readable (AEO)
How distributors make an Optimizely Configured Commerce catalog agent-readable: attributes, Product JSON-LD, SSR, and clear buyer-question answers.
SEO & Site Search
Why duplicated manufacturer copy keeps your SKUs invisible
If your product pages use the same copy as every other distributor, search has no reason to rank yours. Differentiated content is the fix.
Sporting Goods
How sporting goods shoppers search now — and why your catalog isn't the answer
Sporting goods shoppers now ask AI agents for gear picks by spec, not brand. See why thin product data makes catalogs invisible — and what fixes it.
MRO & Industrial
MRO & Industrial is being reranked by AI. Is your catalog readable?
MRO and industrial buyers now ask AI before they call a distributor. Thin ERP-style product data makes a catalog invisible to those engines.
Grocery & CPG
Grocery & CPG is being reranked by AI shopping agents. Is your catalog readable?
AI shopping agents now shop for groceries. Thin CPG product data makes brands invisible to them — here's what machine-readable attributes look like.
Datacom & Networking
Getting datacom & networking products cited by ChatGPT, Perplexity, and AI Overviews
Datacom and networking buyers now ask ChatGPT and Perplexity before opening a distributor site. See why ERP-style feeds go uncited and what fixes it.
Shopify
Adding Product JSON-LD on Shopify — and keeping it in sync
How to add schema.org Product JSON-LD to a Shopify theme, which fields (gtin, sku, offers) matter, and how to keep the markup synced with the live page.
Oilfield & Energy
Oilfield & Energy is being reranked by AI. Is your catalog readable?
AI answer engines now rerank oilfield distributor catalogs by data completeness, not keywords. Here's why thin ERP feeds go invisible and what fixes it.
Ag & Turf
Getting ag & turf products cited by ChatGPT, Perplexity, and AI Overviews
Ag & turf equipment buyers now ask ChatGPT and Perplexity before visiting a dealer site. See why abbreviated parts feeds go uncited and what actually fixes it.
Syndigo
Keeping structured data in sync from Syndigo to the page
How to keep Syndigo product attributes and JSON-LD in sync from PIM through to the rendered product page, so shoppers and AI agents see one source of truth.
AI Search & Discovery
How retailers win AI shopping: making your catalog agent-readable
What "agent-readable" actually means for retail catalogs in 2026, and how retailers close the attribute and context gaps AI shopping agents penalize.
commercetools
Making your commercetools catalog agent-readable (AEO)
How to make a commercetools PDP agent-readable: structured attributes, Product JSON-LD, and server-rendered answers AI systems can parse.
Akeneo
Keeping structured data in sync from Akeneo to the page
How to map Akeneo product attributes into page-ready JSON-LD and keep them synced end to end, so AI agents and buyers always read the same data your PIM holds.
Akeneo
Making Akeneo-managed catalogs agent-readable
A technical guide for manufacturers and distributors: turn complete Akeneo attributes, identifiers, and GTIN/MPN data into agent-readable PDPs with Product JSON-LD.
WooCommerce
Adding Product JSON-LD on WooCommerce — and keeping it in sync
How to add and validate Product JSON-LD on WooCommerce — which fields Google actually checks, and how to keep markup synced with the page.
Optimizely (Configured Commerce)
Adding Product JSON-LD on Optimizely Configured Commerce — and keeping it in sync
How distributors add schema.org Product JSON-LD in Optimizely Configured Commerce and keep it synced with the live PDP, with a validated example.
Jan/San & Packaging
Getting jan/san & packaging products cited by ChatGPT, Perplexity, and AI Overviews
Jan/San and packaging buyers now shortlist suppliers inside ChatGPT and Perplexity. Thin ERP feeds make distributor catalogs invisible to those engines.
SAP Commerce Cloud
Adding Product JSON-LD on SAP Commerce Cloud — and keeping it in sync
How to add schema.org Product JSON-LD on SAP Commerce Cloud, which fields matter most (gtin, sku, offers, aggregateRating), and how to keep it in sync.
OroCommerce
Adding Product JSON-LD on OroCommerce — and keeping it in sync
How to add schema.org Product JSON-LD to OroCommerce PDPs via a layout update, map GTIN/SKU/brand/offers correctly, and keep the markup in sync with the page.
Syndication & Feeds
Brands: controlling how your products show up in retail feeds and AI
Once your products hit retailer feeds and AI answers, someone else writes the story. Here is how brands recapture control with authoritative, structured product data.
BigCommerce
Adding Product JSON-LD on BigCommerce — and keeping it in sync
How to add schema.org Product JSON-LD on BigCommerce, which fields (gtin, brand, offers) actually matter, and how to keep markup synced with the live page.
SAP Commerce Cloud
Making your SAP Commerce Cloud catalog agent-readable (AEO)
How to make SAP Commerce Cloud PDPs agent-readable: complete attributes, Product JSON-LD, SSR checks, and buyer-question content that AI can parse.
Product Data & Enrichment
Beyond the hero image: the asset and attribute data AI needs
AI vision reads pixels, not specs. The alt text, image metadata, and structured attributes that make a product page understandable to buyers and AI.
AI Search & Discovery
Agentic commerce is here: product data is the new shelf
Why AI shopping agents are the new storefront, and how retailers and distributors keep product data complete enough to win the agent's pick.
Shopify
Making your Shopify catalog agent-readable (AEO)
How to make a Shopify PDP agent-readable: structured attributes, Product JSON-LD, server-rendered specs, and clear answers AI agents can parse.
WooCommerce
Making your WooCommerce catalog agent-readable (AEO)
How to make WooCommerce product pages agent-readable: complete attributes, correct Product JSON-LD, and server-rendered content AI agents can parse.
Salesforce Commerce Cloud
Making your Salesforce Commerce Cloud catalog agent-readable (AEO)
How to turn enriched Salesforce Commerce Cloud product data into Page Meta Tag Rules, Product JSON-LD, and server-rendered content AI agents can parse.
Pool & Spa
Pool & Spa is being reranked by AI. Is your catalog readable?
Pool and spa buyers now ask AI engines to verify pump specs and DOE compliance before calling a distributor. Thin ERP data means you get skipped.
AI Search & Discovery
Google AI Mode and AI Overviews: what changes for product pages
Google AI Mode and AI Overviews now shop from your data feed, not your homepage. Here is what product pages need to earn the citation.
Elastic Path
Adding Product JSON-LD on Elastic Path — and keeping it in sync
How to add schema.org Product JSON-LD to an Elastic Path storefront, map PXM fields like gtin and sku correctly, and keep markup synced with the live page.
AI Search & Discovery
The distributor's guide to answer-engine optimization (AEO)
How distributors get cited by ChatGPT, Perplexity, and AI Overviews: what AEO means, how it differs from SEO, and a concrete product-data playbook.
Automotive Aftermarket
Automotive Aftermarket is being reranked by AI. Is your catalog readable?
Automotive aftermarket buyers now ask AI before they search a part number. See why ACES/PIES feeds go uncited and what fitment-ready data looks like.
Plumbing & PVF
How plumbing & pvf buyers search now — and why your catalog isn't the answer
Plumbing and PVF buyers now ask AI answer engines before they open a distributor site. Thin ERP feeds make catalogs invisible to those engines.
Building Materials
How building materials buyers search now — and why your catalog isn't the answer
Building materials buyers now ask AI before they call a distributor. See why thin, ERP-style catalog data gets skipped and what machine-readable specs look like.
Foodservice Equipment
How foodservice equipment buyers search now — and why your catalog isn't the answer
Foodservice equipment buyers now ask AI before they call a distributor. Here's why thin, ERP-style catalog data goes uncited and what fixes it.
AI Search & Discovery
Voice of customer: the enrichment signal your spec sheet can't provide
Reviews and Q&A tell buyers and AI agents what a product is for. Here's why voice-of-customer data closes gaps spec sheets can't and how to enrich with it.
Medical & Dental
How medical & dental buyers search now — and why your catalog isn't the answer
Medical & dental buyers now ask AI answer engines before they open a distributor catalog. Here's why thin ERP feeds get skipped and what fixes it.
Lighting
Getting lighting products cited by ChatGPT, Perplexity, and AI Overviews
Lighting distributors are losing quote requests to competitors AI answer engines can actually read. Here's what machine-readable lighting data looks like.
HVAC/R
Getting hvac/r products cited by ChatGPT, Perplexity, and AI Overviews
HVAC/R buyers now ask ChatGPT and Perplexity before they open a distributor site. See why thin ERP feeds go uncited and what structured product data fixes.
Electronic Components
How electronic components buyers search now — and why your catalog isn't the answer
Component buyers now ask ChatGPT and Perplexity before opening a distributor site. See why ERP-style part feeds go uncited and what fixes it.
Fasteners
How fasteners buyers search now — and why your catalog isn't the answer
Fastener buyers now ask AI engines before opening your catalog. Thin ERP descriptions can't answer their questions — here's what data has to look like instead.
Welding & Gas
Getting welding & gas products cited by ChatGPT, Perplexity, and AI Overviews
Welding & gas buyers now ask ChatGPT and Perplexity before a distributor site. See why thin ERP feeds go uncited and what machine-readable data fixes.
Waterworks & Utility
Waterworks & Utility is being reranked by AI. Is your catalog readable?
Waterworks and utility buyers now vet specs through AI before calling a distributor. Thin ERP data means AI engines skip your catalog entirely.
Electrical
Electrical is being reranked by AI. Is your catalog readable?
AI answer engines now shortlist electrical distributors before buyers ever visit a site. Thin ERP feeds get skipped. Here's what readable data looks like.
Pumps & Fluid Power
Pumps & Fluid Power is being reranked by AI. Is your catalog readable?
Pumps and fluid power buyers now ask ChatGPT before they call a distributor. See why ERP-style spec strings go uncited and what fixes it.
Safety & PPE
Getting safety & ppe products cited by ChatGPT, Perplexity, and AI Overviews
Safety & PPE buyers now ask ChatGPT and Perplexity before a distributor site. See why thin ERP feeds go uncited and what machine-readable data fixes.