Reducing Material Master Creation Time by More Than 90% Through Intelligent Product Matching

Customer Overview

A large enterprise operating across multiple business units relied on a centralized material master database to support its procurement, inventory, and supply chain operations. As the organization grew, a massive surge in new material requests forced teams to process thousands of records while strictly maintaining data governance.

Accurate master data was critical for inventory visibility, reporting consistency, and operational control. However, because the material onboarding process relied entirely on manual interpretation, classification, and validation, it created a severe bottleneck that hindered both speed and scalability.

The Challenge

Maintaining a high-quality material master takes far more than just generating new records. Teams must analyze each request to spot existing duplicates, classify the material correctly within the enterprise hierarchy, and enrich it with standardized codes and descriptions.

Because this process was largely manual, it heavily drained domain experts. Teams had to interpret messy, non-standardized descriptions, hunt for duplicates, and juggle multiple reference systems just to assign a single valid material code.

As request volumes increased, the organization faced several challenges:

The organization needed a smarter approach that could automate data enrichment, improve consistency, and accelerate material onboarding without compromising governance standards.

15-minute processing times bottlenecking large-scale material onboarding.

Weak duplicate detection missing near-matches and naming variations.

Inconsistent material descriptions ruining searchability and reporting accuracy.

Manual classification processes leading to inconsistent master data.

Complex code assignments driving up risky manual cross-referencing.

Unscalable batch processing triggering massive administrative overload.

The Solution

ScryAI implements its AI-based Product Matching solution to turn material record management into an intelligent, automation-driven process.

Automated Ingestion & Matching

By ingesting bulk spreadsheet requests, the platform eliminates manual analysis. It accurately matches products by evaluating multiple material attributes like part numbers and descriptions simultaneously.

Intelligent Duplicate Detection

The system catches exact duplicates and easily identifies near-matches that traditional search methods often miss. This provides clear confidence scores and smart alternative recommendations.

Automated Classification & Enrichment

The platform automatically predicts and assigns the material class, product hierarchy, and commodity category. It also generates standardized short and detailed long descriptions to maintain a clean central data environment.

Smart Validation & Code Generation

Generating the next valid material code, the platform cross-checks existing records. If any information is missing or conflicting, workflows flag the data, ensuring incomplete entries never enter your system.

Results at a Glance

Metric	Outcome
Material Processing Time	Reduced from approximately 15 minutes per record to 1 minute or less
Productivity Improvement	More than 90% reduction in manual processing effort
Duplicate Detection	Improved identification of duplicate and near-duplicate materials
Data Quality	Consistent material descriptions, classifications, and attributes
Material Onboarding	Faster creation and approval of new material records
Operational Efficiency	Automated bulk processing of 100 to 1,000+ records
Cost Optimization	Reduced duplicate procurement and inventory-related inefficiencies
Scalability	Supported enterprise-wide growth without proportional increases in manual effort

Transform Material Master Management with Intelligent Product Matching

Free your team from the manual grind of material creation. ScryAI handles the heavy lifting of duplicate detection, classification, and code generation, so you can accelerate onboarding, lock down data governance, and scale your supply chain effortlessly.

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