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Frequently asked questions about material codification, cleansing, UNSPSC and the VCode approach.

General

What is VCode?+

VCode is an AI-assisted material codification platform that helps industrial organisations structure, cleanse and standardise their material master data.

What is material codification?+

Material codification is the process of standardizing material descriptions and assigning unique identification codes to materials, spare parts, equipment and other items. It helps organizations reduce duplicate records, improve material search, streamline procurement and maintain consistent inventory data across departments, plants and locations.

Who uses VCode?+

VCode is used by procurement teams, stores managers, maintenance engineers, inventory analysts, ERP managers and master data teams in manufacturing, mining, power, cement and EPC organisations.

What does VCode produce?+

VCode produces a structured material description with class-specific attributes, an internal material code, UNSPSC classification, and flags for duplicates and cleansing issues.

Does VCode replace our ERP system?+

No. VCode complements your ERP. It structures and cleans your material data so that importing into SAP, Oracle or any other system is accurate, consistent and faster.

How does the human review work?+

AI provides a structured draft and confidence score. A trained material master specialist reviews every record before it is finalised — ensuring accuracy that AI alone cannot guarantee.

Which industries benefit from material codification?+

Material codification is valuable for steel and metals, mining, power, cement, EPC, manufacturing, engineering and other asset-intensive industries. Organizations managing large inventories of raw materials, consumables, spare parts and equipment can benefit from consistent descriptions, better duplicate control and more reliable procurement and inventory reporting.

How can we start a material codification project?+

Start by sharing a representative sample of your existing material master data. The initial assessment can evaluate description quality, duplicate records, missing specifications and UNSPSC mapping requirements. A pilot helps establish naming conventions, validate AI recommendations and define the scope, resources and quality controls for the full project.

What are the key benefits of material codification?+

Key benefits include standardized descriptions, improved material search, reduced duplicate creation, better inventory visibility, more consistent procurement data and improved spend analysis. A well-governed material master also supports reporting across plants and departments and provides a stronger foundation for ERP integration and master-data management.

Can material codification support multiple plants and locations?+

Yes. A common material classification and naming standard can be applied across multiple plants, warehouses and business units. Plant-specific information and local ERP requirements can be retained where necessary. Centralized standards combined with controlled local data help improve consistency without ignoring operational differences.

How do you measure the success of a codification project?+

Project performance can be measured through standardized-description acceptance, verified UNSPSC mapping accuracy, duplicate-detection precision, completeness of critical attributes and the percentage of records requiring manual correction. Processing time and review effort can also be measured to assess efficiency and identify areas for further improvement.

Can we start with a pilot before codifying our entire material master?+

Yes. A pilot using a representative sample of materials is a practical way to test the codification methodology before a full rollout. It helps validate naming conventions, AI recommendations, duplicate detection and UNSPSC mapping. Pilot results can be used to establish quality benchmarks, estimate project effort and refine the implementation plan.

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