CONCEPT / COMMERCE
Agent Readiness
What product information does each channel need? Choose Google Search, OpenAI product discovery or a partner catalog API and explore the selected checks. See what is required, recommended, still unchecked or not applicable. This example does not scan your store or establish full eligibility.
Agent readiness · the scorecard
OpenAI product discovery
Can the destination access the source?
Required · Source: Product feed
Access not checked; optional AI files do not decide this
Are product descriptions available?
Required · 1 of 3 records carry a description
2 descriptions missing from the selected record
Are product identifiers resolved?
Optional · 3 assignments need verification
Missing is not the same as unassigned; verify first
Do the published ratings agree?
Recommended · 3 page ratings; 0 in the record
Recommended feed detail; absence does not block discovery
Is the delivery path verified?
Required · Regular product-feed snapshot
Snapshot freshness and record count not checked
Selected checks only · not platform approval or an AI ranking
Catalog record
Plain Blend
Powder · 300 g
Published 6 of 8 fields
- Price
- 38.00 USD
- Availability
- In stock
- SKU
- P-01
- Format
- Powder
- Size
- 300 g
- Description
- Cocoa or Neutral. One powder, two flavor options.
Not published 2 fields
Assignment not checked.
Optional in the discovery feed.
Agent readiness
OpenAI product discovery
Plain Blend
One catalog. Five checks.
Can the destination access the source?
Required · not checkedAre product descriptions available?
Required · part-wayAre product identifiers resolved?
Optional · not checkedDo the published ratings agree?
Recommended · optional gapIs the delivery path verified?
Required · not checkedSelected checks only · not platform approval or an AI ranking
Concept catalog. These checks do not predict a ranking, mention or sale.
01 / scorecard
Every row is a count, not an opinion.
Choose Google Search, OpenAI product discovery or a partner API. Check access, product facts, identifier assignment, rating consistency and delivery against that destination. Not applicable is not a failure, and not checked is not a 404.
The scorecard
A destination-specific checklist. Required, recommended and non-applicable checks stay separate.
Agent readiness · the scorecard
OpenAI product discovery
Can the destination access the source?
Required · Source: Product feed
Access not checked; optional AI files do not decide this
Are product descriptions available?
Required · 1 of 3 records carry a description
2 descriptions missing from the selected record
Are product identifiers resolved?
Optional · 3 assignments need verification
Missing is not the same as unassigned; verify first
Do the published ratings agree?
Recommended · 3 page ratings; 0 in the record
Recommended feed detail; absence does not block discovery
Is the delivery path verified?
Required · Regular product-feed snapshot
Snapshot freshness and record count not checked
Selected checks only · not platform approval or an AI ranking
Concept catalog. These checks do not predict a ranking, mention or sale.
02 / readers
Different readers. Different sources.
People read product pages. Search and answer engines can use pages and structured sources; feeds and integrations have their own requirements. Check the source each channel actually needs, rather than assuming one record reaches them all.
Named versus found
Your record is public and needs no credentials to read.
- A person on your siteProduct page
- An answer enginePages + structured sources
- A shopping feedProduct feed
- A marketplace listingListing data
- A partner integrationDocumented API
- A new market’s channelChannel-specific feed
Concept catalog. These checks do not predict a ranking, mention or sale.
03 / record
What is already right, first.
Every product publishes a price, availability, SKU, format and size. Verify missing descriptions and identifier assignment against the source. A GTIN can legitimately be unassigned; recommended ratings do not become mandatory because a checklist can count them.
What is already right
Start with the fields the store already publishes.
Product source
Plain Blend
Powder · 300 g
- price
- 38.00 USD
- availability
- InStock
- sku
- P-01
- format
- Powder
- size
- 300 g
- description
- Cocoa or Neutral. One powder, two flavor options.
- gtin
- Not published
- aggregateRating
- Not published
Concept catalog. These checks do not predict a ranking, mention or sale.
YOUR STORE. YOUR NEXT STEP.
What would this look like for your brand?
We’d agree which channel you want to support, then review the product records, access and delivery path it uses. That defines the checks; it does not guarantee a listing, recommendation or ranking.