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ORYND Research

Research Note: Quality Signals for Sketch-to-Parametric Conversion

A practical framework for evaluating AI-generated CAD parts from sketch and drawing inputs.

Evaluation Focus

We evaluate outputs on editability, geometric consistency, and export readiness.

The goal is to avoid pretty but non-manufacturable geometry.

  • Constraint consistency across revisions.
  • Recoverability after bad prompts.
  • Reliability of STEP/STL downstream use.

Takeaway

Quality should be measured by engineering utility, not visual appearance alone.

This is the basis of ORYND trust-layer positioning.

Related ORYND Pages

/ai-cad-from-sketch/drawing-to-3d-model/engineering-grade-step-export