Material grade
Which steel?
“Steel” does not identify the grade or treatment.
FREE TEXT ONLYAgriculture verticalImplements & wear parts
Wear part measuring bench / physical selection
Structure Technical Data for Implements and Wear Parts
Agricultural implements and wear parts often look simple in a spreadsheet but become difficult once a buyer needs exact dimensions, material and application context.
For ENRIVAQ, enrichment means completing the usable card: validated technical attributes are combined with SEO keyword targets, unique factual product content, SEO metadata and target-language output rather than being delivered as attributes alone.
ENRIVAQ is designed to enrich these records into structured technical product data that can support catalog filters, ecommerce pages and downstream systems.
Wear Part Measuring BenchSIMPLE UNTIL ORDERED
THE ROW AS SUPPLIEDwear part[supplier code]steel[price]
Length / thickness
What are the dimensions?
Selection depends on explicit technical values.
NOT IN RECORDHole pattern
How does it mount?
Count, diameter and spacing distinguish near-duplicates.
NOT IN RECORDOEM reference
Does it match my old part?
Cross-reference needs its own searchable field.
NOT IN RECORDApplication
Which implement?
Product-family and application context should be explicit.
NOT IN RECORDInternal record
What is already known?
Supplier code and broad material remain useful evidence.
STARTING POINTFour of the five buying answers are not in the source record, so the order becomes a phone call.REAL WEAR PART RECORD: KK053090 reference record
Types of implements and wear parts
Different product families need different schemas
The category can include tillage components, blades, points, discs, knives, scrapers and other wear items associated with agricultural implements. These products should not be forced into one universal attribute model.
Tillage components
Ground-engaging parts
working_widthshank_typewear_edge
+ material · identifiers · applicationBlades and knives
Cutting parts
lengththicknessedge_typehole_pattern
+ material · identifiers · applicationPoints and tips
Replaceable tips
profilefixing_typehardfacing
+ material · identifiers · applicationDiscs
Cutting / covering discs
diameterconcavityedge_formbore_pattern
+ material · identifiers · applicationScrapers
Cleaning parts
lengthmountingclearance
+ material · identifiers · applicationOther wear items
Dimension set / grade
dimension setgrade
+ material · identifiers · applicationSCHEMA OWNERThe target schema should follow the actual product family and the information customers need to select the part.
Attribute complexity
A short title can hide the buying criteria
Two products may share a similar name but differ in length, thickness, diameter, mounting pattern, material or other technical properties. Typed attributes make those differences usable for filters, comparison and validation.
Dimensions, material, specifications
Move technical buying data into explicit fields
Dimensions and material should be represented as structured values with clear units and naming conventions.
Other category-specific specifications can then be added according to the target schema.
FieldValueUnit / conventionSource
Already present · researched and validated · held for review remain visibly different.APPROVED FIELD SET: Wear-part schema: identifier · mounting side · dimensions · mounting holes · compatibility/context
Identifiers
Keep manufacturer and cross-reference numbers searchable
Where the part has manufacturer, OEM or supplier references, those identifiers should remain explicit in the product record.
This supports research, matching and customer search without relying on the description text alone.
SELECTED SPECIMEN
KK053090
A number that lives only inside the description cannot be matched, filtered or reliably searched.
Enrichment
Research and structure what the source record is missing
An incomplete supplier record is the starting point. Relevant sources can feed approved technical fields, while unsupported gaps remain visible.
Evidence Socket BoardFILL ONLY THE MISSING TECHNICAL SOCKETS
title
Supplier row
Existing source field carried into the record.
FILLEDsupplier_ref
Supplier number
Known source identifier.
FILLEDthickness
Missing technical field
Research the exact product and family.
NEEDS EVIDENCEhole_pattern
Missing mounting field
Use a relevant technical source.
NEEDS EVIDENCEmaterial
Too broad: “steel”
Use a controlled value only if supported.
NEEDS EVIDENCEapplication
Missing context
Do not infer fitment from similarity.
NEEDS EVIDENCENOT THE AIMlonger descriptionsinvented specificationsfiller paragraphsguessed application claims
Normalization
Make similar products comparable
Common values should use consistent units, naming and formats across the category.
Without normalization, the same dimension can split into several filter values and create unnecessary catalog noise.
Catalog Noise GaugeILLUSTRATIVE FORMAT NORMALIZATION · NOT PRODUCT EVIDENCE
length
320 mm32 cm320
320 mmthickness
88,0 mm8.00 mm
8.0 mmmaterial
boronBor-Stahlboron steel
boron steelhole_pattern
2xØ14/902 holes 14 mmØ14, 90mm
2 × Ø14 / 90 mmNaming, unit and format rules come from the approved catalog schema, not from the incoming file.
Before and after
Show one wear part before and after enrichment
Dimensions, material, identifiers and normalized values become visible around the same physical product.
Split Specimen / Same Physical PartKverneland KK053090 · EAN 8716106170586 · 230 × 65 × 12 mm · hole distance 40 mm · hole diameter 13 mm · 2 holes · right-hand
Before · as received
Thin product record
- title
- wear part, steel
- dimensions
- inside description text
- material
- steel
- identifiers
- supplier code only
- normalized values
- none
- content
- shared with similar items
After · structured record
Selection-ready technical record
- title
- [type] [key dimension] [material] [identifier]
- dimensions
- length · thickness · hole pattern, typed
- material
- controlled list value
- identifiers
- mpn · oem_ref · supplier_ref
- normalized values
- one unit and format per field
- content
- written from structured record
Changed by enrichment, carried through unchanged, held for review and unresolved values remain distinguishable.
SEO and product discovery
Use technical specificity to improve product discovery
Clear identifiers and structured technical fields can support more specific titles, catalog filters, internal search and product content. Buyer first; SEO content uses the same verified facts.
ILLUSTRATIVE BUYER QUERYwear blade · 320 mm · 8 mm · 2 × Ø14 / 90 · boron steelSCHEMA MATCHING EXAMPLE · NOT PRODUCT EVIDENCE
Illustrative candidate 01
Schema comparison
- length
- 320
- thickness
- 10
- holes
- 3 / 70
- material
- hardfaced
Illustrative candidate 02 · selected
Schema comparison
- length
- 320
- thickness
- 8
- holes
- 2 / 90
- material
- boron steel
Illustrative candidate 03
Schema comparison
- length
- 340
- thickness
- 8
- holes
- 2 / 100
- material
- boron steel
The page remains useful to a buyer first; SEO content reflects the same verified product facts.NEAR-DUPLICATES BECOME SELECTABLE
Controlled next step
Start with a product family that contains many near-duplicates
Near-duplicate wear parts show fastest whether the technical fields are doing their job.