Crescendo LabAI Catalog

Product knowledge for AI shopping

The AI-Powered Product Catalog

Turn your product feed into rich, structured knowledge for AI shopping.

Can ChatGPT and Gemini understand your products?

Connect

Preview only. No feed data is fetched or stored.

AI product readiness

Sample storefront

Sample report

Overall score

46 / 100

Needs
work

1,284 products scanned across 18 categories

72%Missing useful attributes
91%No conversational Q&A
63%Cannot answer shopper intent
PRODUCT SPOTLIGHT01 / 12

Women's running shoes

“Are these comfortable for standing all day?”

Needs product evidence
In the feed
Lightweight running shoes
Next step
Add verified cushioning and support details.

A new discovery layer

Turn product fields into answers shoppers can use

Search engines match fields. AI shopping agents answer real questions, compare options, and recommend what fits each shopper.

Traditional feed

Built to list products

TitleWomen's running shoes
DescriptionLightweight running shoes
ColorBlack
Size24 / 25 / 26

Enough to display a listing. Not enough to explain who it is for or why it fits.

AI-ready understanding

Built on product evidence

ConfirmedBlack · Sizes 24 / 25 / 26
SourceExisting product feed
Needs evidenceFit · Arch support · Weather resistance
Next stepAdd manufacturer specs and fit guidance

Keep known facts, surface unanswered questions, and review new claims before publishing.

See the blind spots

Know exactly where AI loses confidence

Turn vague feed quality into a prioritized list of fixes tied to real shopper intent.

Sample readiness score

46/ 100

Your catalog is visible, but its most persuasive knowledge is invisible to AI.

72%Missing useful attributes
91%No conversational Q&A
63%Cannot answer shopper intent

High-intent prompts

Questions AI cannot answer

Priority issues
Is it good for standing all day?Cloud Runner 02
Unknown
Is it suitable for sensitive skin?Daily Renewal Serum
Missing evidence
What is the difference between Model A and B?Arc Task Lamp
Insufficient data

From feed to answer

Build AI-ready product knowledge in four steps

Start with the feed you already have, then turn every gap into structured knowledge AI can use.

01

Scan

Connect Shopify, Google Merchant, or paste an XML or CSV feed.

02

Find gaps

Reveal missing attributes, use cases, comparisons, and answers.

03

Enrich

Generate structured knowledge grounded in the product data you own.

04

Publish

Export an AI-ready feed for discovery and recommendations.

Try a sample

See what AI is missing before you connect a feed

Choose a sample category, review the input, then start the mock scan.

AI product readiness

Show AI what makes your products worth recommending

Scan your feed, find the highest-impact gaps, and build product knowledge that answers real shopping questions.

Scan my feed