{ "@context": "https://schema.org", "@type": "HowTo", "name": "How Sharecat's MRO Data Enrichment Process Works", "step": [ { "@type": "HowToStep", "name": "Configuration & Assessment", "text": "We load your data and configure our tools to your system's structure and standards." }, { "@type": "HowToStep", "name": "Status Summary", "text": "We share a detailed overview of data gaps and recommend the highest-value enrichment areas." }, { "@type": "HowToStep", "name": "Enrichment", "text": "Our team sources missing information from proprietary databases, supplier docs, and verified sources." }, { "@type": "HowToStep", "name": "Validation", "text": "All enriched data is verified for accuracy before delivery — not estimated, not guessed." }, { "@type": "HowToStep", "name": "Delivery", "text": "Data delivered in your ERP/CMMS format, with a full report of changes and sources." } ] }
Services / Enrichment

Data Enrichment Services for Industrial MRO

Fill the gaps — and make your data AI-ready

30 years experience ✓

Guaranteed delivery ✓

Industrial specialists ✓

Flexible scope ✓

Company Specific ✓

Any standard ✓

DOES THIS SOUND FAMILIAR?

Your data is incomplete — and it's limiting what you can do.

Equipment records are missing attributes, but you don't know how many or which matter most.
Your procurement team can't automate ordering because manufacturer/part number fields are blank.
You're planning AI or predictive maintenance — but your data isn't complete enough to support it.
You took over a facility and the inherited data is clean but thin — not enough detail in the records.
Supplier data arrives in inconsistent formats and never gets properly processed into your system.
WHAT WE DO

Data enrichment: Adding what's missing

Data enrichment adds information missing from your existing MRO records — distinct from cleansing (fixing errors) and cataloging (building from scratch). Sharecat uses proprietary data sources to fill gaps your internal team cannot fill in SAP, Maximo, or IFS at the same speed or cost.

60%

of industrial MRO and ERP recordsare missing critical information

WHATS INCLUDED

The service includes:

Completeness assessment — statistical overview of missing fields
Standards alignment — UNSPSC, eClass, or your class library
Manufacturer name enrichment and normalisation
AI-readiness preparation — structured, machine-readable output
Part number and model number verification and correction
Delivery report showing enriched fields and data sources used
Technical attribute completion from supplier docs and reference data

Our 5-step enrichment process

1

Configuration & Assessment
We load your data and configure our tools to your system's structure and standards.

2

Status Summary
We share a detailed overview of data gaps and recommend the highest-value enrichment areas.

3

Enrichment
Our team sources missing information from proprietary databases, supplier docs, and verified sources.

4

Validation
All enriched data is verified for accuracy before delivery — not estimated, not guessed.

5

Delivery
Data delivered in your ERP/CMMS format, with a full report of changes and sources.d our customers are international organisations with locations across the globe.
WHAT YOU GET

Complete data changes what your systems can do

Automated procurement
Verified part numbers enable direct OEM ordering — saving up to 90% of procurement time.
AI & predictive maintenance readiness
Structured, complete data is the foundation for AI tools and predictive models.
Deeper operational insight
Complete attributes enable reliability analysis and spare parts optimisation.
Inventory optimisation
Verified part numbers enable direct OEM ordering — saving up to 90% of procurement time.

Latest Insights

Case Studies
April 17, 2026
Wrong Data Is Often Worse Than No Data: The Real Cost of Poor MRO Data Quality
Case Studies
April 17, 2026
Manufacturer Part Number and Name Data Quality: The Hidden Driver of MRO Procurement Performance
Case Studies
April 17, 2026
Why More Than 60% of Industrial ERP Records Are Incomplete — And What It Costs You
Events
October 22, 2025
CFIHOS 2025 - Complete Guide to the Standard, Changes and Benefits

View All

Ready to find out what's missing in your data?

Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Don’t like forms? That’s ok, you can also send us an email:
info@sharecat.com