“How long is the warranty?”
TitleCordless vacuum X5
DescriptionPowerful suction, light and easy
AI answersThe data doesn’t mention a warranty
AI can’t answer, so the shopper moves on.
For retail & e-commerce teams
Shoppers ask AI what to buy. Will it pick you?
If AI can’t answer questions about your products, it recommends someone else’s. We fill the gaps every day — set it up once.
Publishing today: Google (Gemini, AI Mode, Shopping). ChatGPT Shopping is US-only for now; we’ll support it as OpenAI opens up.
Product information check
Sample storefront
AI can answer
13 / 16 shopper questions
81%
AI asked realistic shopper questions about 1,284 products, answering only from your data · Feed content 46/100
3 questions AI can't fully answer
- “Are these comfortable for standing all day?”Women's running shoesMissing：Cushioning and support detailsCan't answer
- “Is it suitable for sensitive skin?”Daily Renewal SerumMissing：Skin-type guidanceCan't answer
- “What's the difference between Model A and B?”Arc Task LampMissing：Comparison of brightness and sizePartly
See it in 45 seconds
AI can’t recommend what it can’t read
Find unanswered shopper questions, improve the details using your product information, and let your team approve before publishing.
Check your products
Results in about a minute
Read the film transcript
A shopper asks AI: “Are these comfortable for standing all day?” The feed only says “Lightweight running shoes”, so AI can’t answer. Most feeds were built to list products, not to answer shoppers.
AI Catalog scans your feed (sample report: 1,284 products, 18 categories, AI readiness 46/100; 72% missing specs, sizes or ingredients, 91% of shopper questions AI can’t answer, 63% without who-it’s-for context), then enriches it from your own product data: keep known facts, surface unanswered questions, review before you publish. Four steps — scan, find gaps, enrich, publish — into one catalog AI can read.
One catalog. A wider AI ecosystem (ecosystem overview). Show AI what makes your products worth recommending — check your products now.
Why it matters
If it’s not in your data, AI can’t say it
A shopper asks, “How long is the warranty?” If your product data doesn’t say, AI suggests another store.
“How long is the warranty?”
Added2-year manufacturer warranty
SourceThe spec table on your product page
AI answersIt comes with a 2-year manufacturer warranty
Every new claim needs your approval.
Monthly results
Every month, see how many more questions AI gets right
Emailed on the 1st. Easy to read, no login needed.
Sample monthly report
11/ 16
Shopper questions AI can answer — up from 3 last month.
3 → 11Shopper questions AI can answer (of 16)
49Products fixed automatically this month
2Waiting for your review
Real shopper questions
Questions AI can’t answer yet
“How long is the warranty?”Cordless vacuum
Can't answer“Is it OK for sensitive skin?”Hydrating serum
Can't answer“Will it sleep hot in summer?”Cooling sheet set
PartlyHow it works
Set it up once. It runs itself.
No technical skills. No daily babysitting.
Paste a URL or upload a file
See in a minute which questions AI can't answer.
AI fills the gaps
Only from your own product data. Nothing made up.
Then it runs itself
New and changed products are updated for Google every day.
See results monthly
An email shows how many more questions AI can answer.
Where shoppers look for products
Prepare your products for AI shopping.
See which product details your brand needs to prepare for shopping experiences on AI services.
GoogleGemini
Read the merchant guide ↗
OpenAIChatGPT
Read the merchant guide ↗
AnthropicClaude
Ecosystem overview
ByteDance豆包
Ecosystem overviewDeepSeek
Ecosystem overview
Alibaba千問
Ecosystem overviewAn ecosystem overview, not a ranking, a list of live integrations, or an endorsement. Feed access depends on each platform’s eligibility and support.
Try a sample
See what your products could be missing
No URL? Try a sample store.
Pricing
Start with a scan. Pay when you want it automatic.
Monthly prices. Save 20% with annual billing.
Free
See what AI can't answer
US$0/mo
- Scan up to 2,000 products
- 16 shopper questions tested
- Try AI fixes on 20 products
Starter
For small stores
US$49/mo
- 1 catalog · 2,000 products
- Daily sync + daily fixes
- Re-tested weekly
- Publish to Google
- Monthly report email
Growth
Fully automatic
US$129/mo
- 3 catalogs · 10,000 products each
- New products fixed every hour
- Re-tested daily
- Publish to Google
- Monthly report email
Pro
For larger catalogs
US$299/mo
- 10 catalogs · 25,000 products each
- Everything in Growth
- ChatGPT feed once OpenAI opens it (US-only today)
- Priority support
Enterprise? Over 25,000 products or need a hand doing it? Talk to us.
Results in a minute
See how AI answers questions about your products
Paste your store URL. No sign-up needed.
About AI Catalog
Common questions
The scan and your data, explained.
Can I use AI Catalog without technical knowledge?
Yes. Marketing and retail operations teams can start with a Shopify store URL or the product catalog URL used for ads. The report shows missing product details and shopper questions AI cannot answer. Try a fashion, beauty or home sample if you do not have a URL yet.
What will my team learn from the check?
See which products need attention, which uses or specifications are missing, and whether AI can answer shopper questions from your data. Use the report to add fit, intended uses, care instructions and product differences. Verify new claims against manufacturer information or other reliable sources.
Do I need to replace my e-commerce platform?
No. Start with the product data you already have. Shopify stores can use their store URL. Other platforms need a public ads catalog or product data file URL; an ordinary website homepage may not work.
How does this relate to SEO and GEO for e-commerce?
SEO helps shoppers find products through search. GEO focuses on helping AI understand products when answering shopping questions. AI Catalog checks descriptions, specifications and use cases. It does not guarantee search rankings or AI visibility.
Will a check read or change my products?
We read your public catalog once and do not directly modify your store. A sample of product information is sent to Google Gemini to test shopper questions. We keep summary results such as the URL, score and top gaps, not the full product data. Crescendo Lab may use the email you provide when unlocking a report to follow up.
Does a higher score guarantee ChatGPT or Gemini recommendations?
No. This is Crescendo Lab’s product information assessment, not an official OpenAI or Google score. Complete information can help AI understand products, but does not guarantee indexing, ranking, recommendations or orders. Each platform has its own merchant eligibility and support.
Which AI platforms can I publish to today?
Today: Google (Gemini, AI Mode, Google Shopping), by adding our supplemental feed URL in your own Merchant Center. ChatGPT Shopping is open to US merchants only for now; we will support it as OpenAI expands. Claude has no product listing channel yet.
How do I track traffic and results from AI?
The monthly report shows how many shopper questions AI can now answer. For site traffic, filter GA4 session source for chatgpt.com, perplexity.ai, gemini.google.com and copilot.microsoft.com, or create an "AI traffic" custom channel group to see sessions and conversions from AI over time.