Public source evidenceKverneland parts documentation
ASSESSPRODUCT VEILcrisp data inside a soft signal field
LIVE WORKSPACEoperational UI is the primary evidence
09 VIEWScatalog → input → sources → build → result
01 PRODUCTthe same SKU remains visible
Product tour
See the Product Enrichment Workflow in Action
A product-data platform is easier to understand when you can see the work happening.
This tour follows a product from its original catalog record through research, technical enrichment and validation into SEO keywords, unique content, metadata and localized final output.
No abstract AI animation. The product itself is the demonstration.
CatalogInputSourcesAttributesValidationContentExport
ACTIVE VIEW
REPRESENTATIVE UIOne product, one visible workspace
FIELDVALUESTATE
OEM reference
AC820825AVAILABLETechnical field
8716106986118TO VALIDATEConflicting field
1.74 kg / 2.60 kgREVIEWGenerated content
Product content + SEO metadataPREPAREDLIVE WORKSPACE · SAME PRODUCT THROUGH EVERY VIEW
CATALOG
INPUT
SOURCES
ATTRIBUTES
VALIDATION
CONTENT
BEFORE / AFTER
BULK
EXPORT
REFERENCE RECORD · REAL CATALOG PRODUCT · INTERFACE SHOWN WITH REPRESENTATIVE DATA
CHAPTER 01
OBSERVE
Catalog · Input · Sources
Catalog view
See where every product is in the workflow
The catalog view gives the team one place to see products and processing status.
SKUPRODUCTATTRIBUTESREVIEWSTATUS
AC820825Fan impeller AC820825REFERENCE FIELDSREVIEWIN TOURCATALOG RECORDProduct in researchSource discoveryPROCESSINGWORKFLOWEXCEPTION RECORDAmbiguous product contextEvidence incompleteREVIEWHELDREADY RECORDStructured product recordAccepted fieldsREADYNO BLOCKERSThe purpose is simple: make catalog-scale processing visible instead of turning enrichment into a collection of disconnected prompts.
Product input
Start with the record as it actually exists
Open one product and show exactly what entered the system. For example: SKU, manufacturer, supplier title, existing description, available attributes and identifiers.
Do not clean the example before showing it. The incomplete starting point is what makes the enrichment result meaningful.
AC820825OEM / MPNAC820825AVAILABLE
ManufacturerKVERNELANDAVAILABLE
Supplier titleFAN IMPELLER AC820825AVAILABLE
Existing descriptionNOT PROVIDED
Available attributesIncompleteINPUT
IdentifiersOEM AC820825AVAILABLE
Sources
Review the information found for the product
Product research should not be invisible. The sources view shows which external information has been associated with the product during enrichment.
That gives the reviewer context for how the record was built and makes conflicting information easier to investigate.
ACTIVE PRODUCTFan impeller AC820825
RESEARCH CONTEXTOEM / MPN AC820825 · EAN 8716106986118Public source evidenceKramp · EAN and brand context
ASSESSPublic source evidenceSELM / LBR · conflicting weight evidence
REVIEWPublic source evidenceIrrelevant or non-contributing source
EXCLUDECHAPTER 02
BUILD
Attributes · Validation · Content
Attribute workspace
Move from documents and pages to structured product data
Instead of a long generated answer, the reviewer works with fields: attribute, value, unit, status.
ATTRIBUTEVALUEUNITSTATUS
Identifier
AC820825—AVAILABLEEAN
8716106986118—ACCEPTEDMaterial
Metal—ACCEPTEDCompatibility
Optima / Optima HD—ACCEPTEDWeight
1.74 / 2.60kgREVIEWThis is the point where unstructured product information becomes usable catalog data.
Validation
See what is accepted, uncertain or requires review
The validation view should make problems visible rather than hide them.
conflicting valuesincomplete dataconfidence contextreview-required fieldsaccepted values
This is one of the main differences between a product-data workflow and a simple AI content generator.
RECORDFan impeller AC820825
Core identity supported · one technical conflict heldFIELDBASISRESULT
IdentifierAVAILABLE IN SOURCE RECORDACCEPTED
EANPublic source context retainedCHECK
WeightSELM Agro · 1.74 kg VS LBR · 2.60 kgREVIEW
Missing fieldNOT FOUND IN VERIFIED SOURCESMISSING
Generated content
Complete the customer-facing product card from the validated record
Once structured product data is validated, the system prepares the SEO keyword set, product title, unique description, technical content, meta title and meta description, then generates the final output in the selected target language.
The content should remain connected to the underlying structured product information.
{{ contentBody }}
BUILT FROMAPPROVED PRODUCT FACTS
CHAPTER 03
OPERATE
Before / After · Bulk · Export
Before and after
Compare the record, not the marketing claims
The original and enriched records for the same product, side by side.
This is the clearest way to explain what product data enrichment actually delivers.
SKUAC820825
OEM referenceAC820825
AttributesIncomplete
DescriptionNot provided
Source referencesIncomplete source record
IdentityKverneland AC820825 Fan Impeller
AttributesStructured identity, compatibility and source-supported product fields
ValidationSupported values accepted · conflicting weight held
ContentProduct content + SEO metadata prepared from accepted facts
ReviewUnresolved weight conflict excluded from output
Bulk processing
The workflow is designed for catalogs
The same processing logic can be applied across a catalog rather than requiring a separate manual conversation for each SKU.
Verified scaleMeasured per run · no public production count
REFERENCE RECORDAC820825ONE SKU IN CATALOG CONTEXT
AC820825Fan impeller AC820825REFERENCECATALOG RECORDProduct in processingPROCESSINGEXCEPTION RECORDProduct held for evidenceREVIEWExport
Move the result back into the catalog workflow
The final output is a complete product-card package: structured technical data, SEO keyword targets, unique factual content, SEO metadata and localized publication fields prepared for the next system.
ENRIVAQ accepts product data from a website, API or file and returns approved data through the configured catalog or site workflow.
Validated attributesOEM / MPN · EAN · product type · compatibility · material
Normalized unitsCanonical product terminology · unresolved weight excluded
Generated contentProduct content + SEO metadata prepared from accepted facts
Fields in reviewHELD BACK
TRANSFER
Connected catalogPROJECT-SPECIFIC
File inputSUPPORTED INPUT
API inputSUPPORTED INPUT
Configured site exportWHEN ENABLED
Live product tour
Want to see a real product instead of a prepared example?
Bring a representative SKU from your own catalog.