One item.
One trusted identity.
Mined XAI identifies duplicate items, conflicting attributes, unit-of-measure errors, and inconsistent hierarchies before they disrupt inventory, purchasing, planning, production, and reporting.
Start with a no-cost, read-only scan. See what doesn't align, why records match, and what should be corrected. Nothing changes without your approval.
Item data problems don't stay in the item master.
They show up as trapped working capital, false stockouts, unconsolidated spend, production delays, margin leakage, and unreliable reporting. Each function sees a different consequence, but the root issue is the same: the organization can't consistently identify what it owns, buys, makes, or sells.
Inventory appears unavailable even when it is on-hand — under another record, site or pack. The result can be a missed order, an unnecessary expedite, or prolonged equipment downtime. As exceptions grow, teams work around the systems, and trust in the data erodes.
An item may sit behind multiple suppliers, manufacturers, or internal records. Spend becomes harder to consolidate, category performance is skewed, and sourcing, pricing, and rebate decisions are made with an incomplete view.
Duplicate inventory ties up working capital and inconsistent identities weaken valuations, margin analysis, and reporting. Leadership is left making capital and performance decisions on figures that require constant reconciliation.
An acquisition magnifies the problem. When item masters collide, inventory visibility, purchasing leverage, reporting, and system integration can stall until equivalent records are aligned.
BEFORE THE MATH STARTS
Clean item data isn't a side project. It's the foundation the rest runs on.
Your demand forecasts, inventory targets, and reorder points all read from the item master. If that master carries 5,500 duplicates and a third of its descriptions are missing, every number built on top inherits the error, and the best forecasting in the world still returns flawed answers because the data was wrong before the math started.
So it's the cheapest, fastest, lowest-risk place to begin. Fix the foundation, prove the value in your own data in weeks, and stand on something solid before you optimize anything on top of it.
Discover it, resolve it, standardize it, keep it trusted.
Mined XAI identifies where your item records overlap or disagree, explains the evidence behind each recommendation, and routes it for your approval. Source systems remain unchanged until your team decides.
Find the duplicates and related records
Detect exact matches, near-matches, and equivalent items across internal numbers, suppliers, sites, systems, pack configurations, and units of measure.
Resolve missing and conflicting attributes
Compare specifications, identifiers, cross references, and available supporting data to recommend the most reliable value — with confidence and reasoning attached.
Standardize hierarchies and relationships
Establish consistent categories, product and pack relationships, and cross-system mappings across ERP, EAM, PIM, planning, inventory, and commerce.
Keep the item master trusted
Route recommendations to the right owners, apply only approved changes, retain source lineage, and flag new integrity issues as records enter the organization.
A practical path to deployment
Start small. Scale when the value is clear.
Begin with a read-only sample. Go deeper only when the findings warrant it.
Learn more about a first-pass scanWhat is item master data integrity?
Item master data integrity is the accuracy, completeness, consistency, and uniqueness of the records that define products, materials, components, and spare parts across business systems.
It matters because when data integrity is a focus of organizations, all downstream systems work from the same trusted version of the item. It ensures each item can be reliably identified and used across ERP, EAM, PIM, planning, inventory, and commerce.
Item master data FAQs.
Straight answers on first-pass scans, what we touch, and what you get back.
STILL HAVE QUESTIONS? TALK TO USWhy does item master data matter so much?
How long does a first-pass scan take?
Do you merge records automatically?
What systems do you work with?
What data do you need from us to start?
What does your full Item Master Integrity product provide?
Let us show you what’s hiding in your item master.
Send us an export and we’ll run a first-pass scan. You’ll see your duplicates, your gaps, and roughly what they’re costing — before you decide to do anything about it.
Show me the duplicates in my data