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Core Capability

Part Standardization: Reducing Part Proliferation Through Clusters

Part standardization is one of the most effective ways for manufacturers to reduce product complexity and improve supply chain efficiency.

ShapeSense enables manufacturers to identify structurally similar components and standardize designs across product families, reducing unnecessary variation in product libraries.

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The Problem

Part Proliferation at Scale

Manufacturing organizations accumulate thousands of part variants over time as engineering teams design components independently across programs and product generations. This proliferation increases supply chain complexity, inventory costs, and supplier fragmentation.

This occurs because:

  • Engineering teams work across separate product programs
  • Legacy product libraries are difficult to search
  • Metadata and part naming conventions are inconsistent

This leads to:

  • Higher inventory levels
  • Fragmented supplier networks
  • Increased manufacturing complexity
  • Reduced purchasing leverage

The Hidden Cost

Over time, part proliferation creates thousands of unnecessary part variants — driving hidden costs across inventory, tooling, manufacturing, and supplier management.

Gap Analysis

Why Current Systems Fail

Traditional enterprise systems manage parts but cannot identify structural relationships between them.

  • 01. Systems Track Part Numbers, Not Similarity

    PLM and ERP systems organize components using part numbers and metadata. Two parts that are functionally similar but assigned different identifiers appear unrelated within these systems.

  • 02. Engineering Data Exists Across Programs

    Components are often designed independently across multiple engineering programs, business units, and product generations. As a result, organizations accumulate parallel libraries of similar parts.

  • 03. Standardization Requires Cross-System Visibility

    Effective part standardization requires visibility across CAD repositories, PLM systems, ERP databases, and supplier data. Traditional tools cannot analyse these datasets together.

Technology

How AI Solves It

AI enables manufacturers to identify standardization opportunities by analysing engineering components at scale. By comparing multiple signals across large product libraries, AI can identify groups of structurally similar components that may be candidates for consolidation.

  • Component Geometry. Evaluates the structural shape and spatial characteristics of engineering components.
  • Engineering Drawings. Analyses drawing content including dimensions, tolerances, and annotations.
  • Feature Patterns. Identifies recurring geometric features such as holes, pockets, fillets, and bosses.
  • Product Metadata. Cross-references part attributes, material specifications, and product data records.

Our Approach

The ShapeSense Approach

ShapeSense analyses engineering components and groups structurally similar parts into similarity clusters. Each cluster represents a family of related components that share similar geometry and functional characteristics. These clusters form the atomic unit of engineering intelligence, enabling organizations to reason about products beyond individual part numbers.

This approach enables organizations to:

  • Identify redundant part variants
  • Standardize components across product programs
  • Establish preferred component libraries
  • Improve consistency across engineering teams

Reducing Part Proliferation Through Clusters

By revealing hidden relationships between components, ShapeSense helps organizations reason about products beyond individual part numbers.

Outcomes

  • Supplier Consolidation

    Identify opportunities to consolidate suppliers by revealing similar components that are sourced independently across different programs.

  • Part Proliferation Reduction

    Reduce unnecessary part variants by standardizing similar components into common designs across product families.

Frequently Asked Questions

What is part standardization in manufacturing?

Part standardization is the process of reducing the number of unique components used across products by consolidating similar parts into common designs.

Why do manufacturers experience part proliferation?

Part proliferation typically occurs when engineering teams design components independently across different programs, resulting in multiple variants of similar parts being introduced over time.

Why is part standardization important?

Standardizing components reduces supply chain complexity, simplifies inventory management, and increases purchasing leverage with suppliers.

How does AI help identify standardization opportunities?

AI can analyse component geometry, engineering drawings, and product metadata to detect structurally similar parts across large engineering libraries, enabling organizations to identify candidates for consolidation.

Ready to Reduce Part Proliferation?

Stop accumulating unnecessary part variants. See how ShapeSense helps manufacturers standardize components across product families.

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