Know Where Every Important Product Value Came From
AI-enriched product data becomes easier to trust when important values are connected to their origin.
ENRIVAQ is designed around source context so teams can review where information was found, investigate conflicting data and understand how an enriched product record was created.
For technical catalogs, traceability turns AI output from a black box into a reviewable workflow.
AC820825REFERENCE PRODUCTREFERENCE PRODUCT · VALUE-LEVEL SOURCE CONTEXT
Product data often loses its origin on the way into the catalog
Manual enrichment frequently follows this pattern:
Useful evidence exists during research.
The value separates from its surrounding context.
The catalog keeps the value, but not its reason.
Later review starts from scratch.
Months later, nobody knows why that specification was entered.
This creates problems when:
Keep enough context to review the information later
The approved architecture specifies source context such as:
Source context should travel with the product evidence
At minimum, the reviewer needs enough information to understand where the product value originated and return to the supporting context when required.
- Source URL
- selm.com.ua · AC820825 product page
- Source
- SELM Agro
- Date
- Stored with source snapshot
- Relevant context
- AC820825 product context · weight 1.74 kg
The strongest model connects values to their evidence
For example:
ILLUSTRATIVE EXAMPLEReplace with an actual stored source reference.
Supporting context is shown only where it is retained by the workflow.
This makes it possible to review a specific value rather than only see a general list of pages used during research.
Traceability makes disagreement visible
When two sources provide different values, the reviewer should be able to inspect both.
Without provenance, the final catalog may contain one number with no explanation. With source context, the conflict can be treated explicitly as a validation problem.
SELM Agro · public AC820825 product sourceSELM Agro · public AC820825 product sourceThis allows the workflow to favor evidence over silent guessing.
Put the source beside the decision
The evidence view keeps the relationship visible between:
Evidence remains beside the value
SELM Agro / LBR · conflicting public weight evidence
STATUS · REVIEWSELM Agro / LBR · conflicting public weight evidence
STATUS · REVIEWThe page centers product evidence, source context and review decisions rather than decorative AI imagery.
VALUE-LEVEL EVIDENCE VIEW · CURRENT PUBLIC CAPABILITY
Traceability supports controlled product-data operations
For larger catalog teams, the value of traceability goes beyond one product. It can support:
See how your product data can remain connected to its sources
Start with one representative technical product.