Build inspection from CAD

Why CAD-Driven Inspection Actually Works

Design geometry → deployable QA logic for high-mix lines.

RoseVision CAD Studio trains directly from your STEP files and deploys on your edge hardware — so you catch defects earlier, cut scrap, and keep inspection stable even as parts and finishes change. Built by Joseph Cole, PhD and the team at Rose City Robotics.

Injection molding (flash, sink, short shots) • Die casting (porosity, inclusions) • Stamped sheet (warp, surface)

What we do

We convert your CAD/STEP into deployable inspection logic. No brittle threshold rules. No waiting for a big dataset of bad parts. Pass/fail + defect localization outputs integrate to your PLC, robot, or HMI.

  • CAD → inspection model
  • Jetson Orin Nano/NX or x86 — on-prem
  • Works with FLIR/IDS USB3 industrial cameras

If your CAD defines what "good" looks like, your QA should start there — not after scrap shows up.

Our process

1

Upload CAD and context

Drag a STEP file into RoseVision CAD Studio and add the inspection context (part details, defects, features, environment).

2

Simulate, define, and validate

We build inspection zones and checks from geometry. You confirm tolerances, and we verify cycle-time fit.

3

Deploy on your line

We package a production-ready model for Jetson Orin Nano/NX or x86. Outputs are simple: pass/fail, defect class, location. When the drawing changes, update CAD → regenerate logic → redeploy.

Why factories choose RoseVision CAD Studio

Catch defects on first shot

Because your inspection logic comes from CAD, it's ready the moment parts come off the line — not after scrap has already shipped.

High-mix friendly

CAD-driven logic adapts across variants without weeks of re-tuning.

Keep your cameras

RoseVision runs on the industrial cameras you already have — FLIR, IDS, and compatible USB3 units. Upgrade the inspection logic, not the hardware you already paid for.

Real support from engineers

Built and supported by people who ship to factory floors — not demo teams.

Where it fits best

Applications

  • 1
    Injection molding & plastic enclosures: flash, sink marks, short shots, surface blemishes.
  • 2
    Die casting & machined housings: porosity indications, inclusions, missing features.
  • 3
    Stamped & formed sheet metal: warping, incomplete features, cosmetic damage.

Launch Scenarios

  • New mold/tool introductions
  • Replacing brittle rule-based QA stations
  • Move first-article inspection earlier

Hardware & integration

Edge Compute

NVIDIA Jetson Orin Nano / Orin NX, or x86 industrial PCs.

Cameras

USB3 (FLIR, IDS) and compatible industrial units.

Outputs

Pass/fail + defect class + location; integrable with PLCs, HMIs, and robot pick/segregate routines.

Environment

Built for production variance and real-world lighting.

Run your part through RoseVision.

See how CAD-driven inspection works for your specific application.

Get Started

Contact

Engineering + Sales: hello@rosecityrobotics.com
Location: Portland, Oregon
Typical lead time: Feasibility in days; deployment aligns to your station build.