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Design & Workflow Automation

Future Engineering

Our Design & Workflow Automation platform delivers intelligent automation for mechanical design and manufacturing workflows. Built to integrate directly into SolidWorks, it reads assemblies, understands their structure and dependencies, identifies which dimensions need to change, updates parts, refreshes drawings, and regenerates the BOM—through native SolidWorks API integration. An embedded UI enables one-click iterations, reducing rework, documentation errors, and production risk.

Built for 

Manufacturing Engineering Teams

streamlining CAD-to-documentation workflows to accelerate iteration and eliminate repetitive update

Production Operations and Leaders

 improving throughput and quality by reducing engineering-to-floor friction

Manufacturing Technology Leaders

modernizing legacy and modern systems with automation that fits existing processes (no rip-and-replace)

What it Does

We automate the repetitive work required to update mechanical designs when “small changes” ripple across an entire assembly—parts, sub-assemblies, drawings, and the BOM.


A request that sounds simple—“make it taller” or “add two more stations”—can require editing hundreds of dependent files, recalculating dimensions, updating every affected drawing, and revising the bill of materials. Done manually, this can take days and carries high risk of missed parts, inconsistent documentation, and downstream production issues.


Our platform handles the change end-to-end: it reads the assembly structure, determines which dimensions and components must update, applies changes across affected files, regenerates drawings with clear visual change tracking, and outputs an accurate, updated BOM. The result is faster engineering iteration with fewer documentation errors—reducing production delays, rework, and avoidable quality issues.

Core Capabilities

Assembly understanding: Reads complex SolidWorks assemblies, including deeply nested sub-assemblies and large part trees.

BOM synchronization: Regenerates accurate BOMs with clear “what changed” visibility.

Intelligent change propagation: Identifies impacted parts/dimensions and updates the full assembly—including patterns and configurations—automatically.

Human-in-the-loop + confidence flags: Surfaces uncertain changes for engineer approval so users can review, adjust, and finalize safely.

Automated drawing updates: Updates associated drawings and highlights modified dimensions for fast review.

Learns from design history: Builds a knowledge base from prior changes to make repeat/similar modifications faster and more consistent.

Key Outcomes 

Accelerated engineering change cycles:
Compress the time required to implement design changes by automating updates across assemblies, drawings, and BOMs.


Less manual work, fewer costly errors:
Reduce repetitive engineering effort while minimizing missed updates, rework, and downstream production issues.


Improved drawing quality and consistency:
Deliver cleaner, more reliable documentation with synchronized drawing updates and clearer change visibility.


Stronger manufacturing readiness:
Provide production teams with accurate, current design data and BOMs to support smoother execution on the floor.

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How it Works

Ingest the Assembly

The system reads the SolidWorks assembly, maps part relationships, and identifies dependencies across sub-assemblies, drawings, and BOM data.

Interpret the Requested Change

The requested modification is analyzed in context so the system can determine which dimensions, features, and components are likely to be affected.

Execute the Design Update

Changes are applied across impacted parts and assemblies through native SolidWorks integration, with rebuilds and checks performed automatically.

Regenerate Downstream Documentation

Updated drawings and BOMs are produced automatically, with clear visibility into modified dimensions and affected components.

Route for Review and Release

Engineers review flagged changes, confirm outputs, and finalize updated documentation for production use.

Learn From Prior Modifications

The system captures patterns from completed projects to make similar future changes faster and more consistent.

Applications

Engineering Change Automation

Automate customer-driven modifications such as resizing, layout adjustments, and minor design revisions across complex assemblies, reducing manual edits and accelerating response time.​

Product Variant and Assembly Scaling

​Generate new size and configuration variants from a master design and adapt assemblies to new dimensions, layouts, or station counts without rebuilding from scratch.

Model, Drawing, and BOM Synchronization

D models, engineering drawings, and bills of materials aligned automatically as designs change, with clear visibility into what was updated and where.

Proven Results &
Measurable
Impact

​​In deployed workflows, our platform has delivered measurable improvements in speed, scale, and consistency

​

95%+ faster assembly modifications: Cut complex design updates from days of manual work to under an hour.

 

Hundreds of parts updated per run: Support assemblies with 1,000+ parts and deeply nested sub-assemblies.

 

80–90% faster repeat modifications: Use prior design history to accelerate similar future changes.

 

More consistent, validated outputs: Reduce missed edits and documentation inconsistencies across parts, drawings, and BOMs.

 

Increasing value over time: As more design history is captured, the system becomes faster, smarter, and more reliable.​​

Common Questions About Our Manufacturing Solutions

FAQ

Abstract White Waves

Ready to Transform
Manufacturing Operations?

We work with manufacturing organizations that need AI systems meeting both operational and regulatory requirements from established institutions to innovative startups.

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