Complete Your Material Records With Verified Data

Add missing manufacturer names, part numbers, technical specifications, and critical attributes to transform incomplete records into fully usable material master data.

Why Enrichment Matters

Incomplete records create operational blind spots that cost organizations millions annually.

Incomplete Records

Material records with missing fields force procurement teams to research items manually for every purchase order, wasting hours per transaction.

Missing Part Numbers

Without verified manufacturer part numbers, you can't confirm you're ordering the right replacement. Wrong parts mean downtime and wasted spend.

Default & Blank Fields

Items added with default values or blank fields bypass governance processes and create unreliable data for analytics and reporting.

Unreliable Sourcing Data

Incorrect or missing supplier information leads to sourcing from unauthorized vendors, higher prices, and longer lead times.

What We Enrich

Manufacturer Names

Verify and standardize manufacturer names against our reference database. Map acquired brands to current parent companies.

Part Numbers

Look up and validate manufacturer part numbers against catalog databases. Identify superseded, obsolete, and cross-referenced numbers.

Units of Measure

Add or correct units of measure based on manufacturer specifications. Standardize to your organization's UoM conventions.

Technical Specifications

Research and add technical attributes — dimensions, materials, ratings, tolerances — from manufacturer documentation.

Material Groups

Assign items to the correct material group or commodity code based on verified product attributes.

Critical Spares Flags

Identify and flag critical spare parts based on equipment criticality, lead time, and availability analysis.

Our Enrichment Process

1

Profile

Assess your data to identify gaps, prioritize enrichment efforts, and define scope

2

Research

Analysts cross-reference manufacturer catalogs, supplier databases, and industry sources

3

Enrich

Add verified attributes, part numbers, and specifications to each record

4

Validate

Quality assurance review ensures accuracy and completeness before delivery

Data Cleansing vs. Data Enrichment

Two complementary services that address different aspects of data quality. Most organizations benefit from both.

Data Cleansing

Corrects and standardizes existing data to improve consistency and usability.

  • Fix misspellings and formatting inconsistencies
  • Standardize descriptions to ISO-8000 naming conventions
  • Remove special characters and normalize abbreviations
  • Identify and merge duplicate records
  • Correct manufacturer names and part number formats

Data Enrichment

Adds missing information to incomplete records, increasing their value and usability.

  • Add missing manufacturer names and part numbers
  • Fill in unit of measure, material group, and critical spares flags
  • Classify items to UNSPSC, eClass, or eOTD taxonomies
  • Generate long descriptions from incomplete short descriptions
  • Look up and add technical specifications from manufacturer catalogs

How We Enrich Your Data

Our enrichment process draws on multiple verified sources to ensure accuracy and completeness.

Manufacturer Catalogs

Direct access to manufacturer product databases and technical documentation. We verify part numbers, specifications, and current availability against authoritative sources.

Industry Databases

Cross-reference against industry standard databases including GTIN registries, manufacturer directories, and product classification repositories.

Supplier Records

Leverage historical purchase orders, supplier catalogs, and contract data to validate and complete material records with procurement-relevant details.

Ready to Transform Your MRO Data?

Get started with a free data assessment. Our team will analyze a sample of your material master and show you exactly what we can improve.