Match
Find the best catalog matches from incomplete descriptions.
AI catalog matching for MRO
Find the right MRO item.(Maintenance, Repair, and Operations)
MEZOPIX compares incomplete item and SKU descriptions with millions of attributes across hundreds of thousands of products, delivering accurate ranked matches in seconds.
Clear evidence. Human review. Accountable decisions.
01HeadHex flange
02GradeSAE Grade 8
03Thread7/16–14 UNC
04Length2 inches
05FeatureNon-serrated
Reading descriptionCatalog Match
“Grade 8 hex flange bolt, non-serrated, 7/16-14 × 2 in.”
40,000 records0/5 attributes
Top catalog match
MZ-FS-BOT-0428
Flange Bolt · Grade 8 · Non-serrated · 7/16–14 × 2 in.
Exact attribute alignmentMEZOPIX value
Faster MRO matching. Clearer data. Fewer manual checks.
Clarify
Turn inconsistent product data into reviewable attributes and evidence.
Accelerate
Reduce research time and move catalog decisions forward faster.
Control
Keep people in the decision loop with transparent, accountable results.
The MEZOPIX product family
Focused AI for MRO operations.
Practical products for catalog matching, data quality, and purchasing workflows.
MEZOPIX Catalog Match
Rank catalog candidates by product identity and critical attributes.
Request a private evaluationMEZOPIX Catalog Refinement
Standardize descriptions, attributes, classifications, units, and names.
Request a private evaluation
MEZOPIX PO (Purchase Order) Workflow Automation
Support purchase-order intake, validation, acknowledgment, and exceptions.
Request a private evaluationHave a catalog-matching challenge?
Request an evaluationRepresentative match result
Ranked matches with clear evidence.
MEZOPIX compares the full description and flags attribute conflicts for review.
SEARCH DESCRIPTION
Hex head cap screw, steel, Grade 2, plain, 1/4-20, 7/8 in length, pack 100
10 results · 4.8 seconds
RankCatalog itemMatched attributesConfidence
01MZ-CL-FS-HCS-00784Hex cap screw · 1/4-20 × 7/8 in · Grade 2 · Plain · Pack 100Type, thread, length, material, grade, finish, pack98%Exact alignment
02MZ-CL-FS-HCS-00783Hex cap screw · 1/4-20 × 7/8 in · Grade 2 · Plain · Pack 50Pack quantity differs91%
03MZ-CL-FS-HCS-00786Hex cap screw · 1/4-20 × 7/8 in · Grade 2 · Zinc · Pack 100Finish differs89%
04MZ-CL-FS-HCS-00780Hex cap screw · 1/4-20 × 3/4 in · Grade 2 · Plain · Pack 100Length differs86%
05MZ-CL-FS-HCS-00792Hex cap screw · 1/4-20 × 1 in · Grade 2 · Plain · Pack 100Length differs84%
06MZ-CL-FS-HCS-00788Hex cap screw · 1/4-20 × 7/8 in · Grade 5 · Plain · Pack 100Grade differs82%
07MZ-CL-FS-HCS-00684Hex cap screw · 1/4-20 × 7/8 in · Grade 2 · Plain · Pack 25Pack quantity differs80%
08MZ-CL-FS-HCS-00884Hex cap screw · 5/16-18 × 7/8 in · Grade 2 · Plain · Pack 100Thread and diameter differ74%
09MZ-CL-FS-SHC-00784Socket head cap screw · 1/4-20 × 7/8 in · Grade 2 · Plain · Pack 100Head and drive differ69%
10MZ-CL-FS-HCS-00782Hex cap screw · 1/4-20 × 7/8 in · 18-8 stainless · Plain · Pack 100Material and grade differ66%
Illustrative output. Match rules are configured for each authorized client catalog.
Implementation
A secure client system in only six working days.
From NDA (Non-Disclosure Agreement) and catalog intake to validation, secure cloud deployment, and client portal access.
- Day 1Documentation
- Day 2Client SKU catalog intake
- Day 3MEZOPIX catalog tailoring
- Day 4Quality validation
- Day 5Secure cloud deployment
- Day 6Client portal credentials
Security and data handling
Authorized data. Private systems.
Clients must own their catalog data or have legal permission to use it with MEZOPIX.
Authorized data stays isolated under agreed access, retention, and deletion terms.
Protected access
Secure Login Portals
Controlled customer evaluation
Request private access to Catalog Match.
Tell us about your catalog and matching goal. Qualified teams receive private evaluation access.
- One-hour evaluation window
- Human-review recommendations
- No access to catalog files or internal architecture