Defect detection, measurement, and traceability—vision systems that fit line speeds and QA sign-off.
Catch defects at line speed—models calibrated with your golden and reject sets
We deploy edge or near-line inference with lighting-aware pipelines—annotation tools capture bounding boxes and severity labels your engineers already use. Thresholds tie to false-accept budgets; when confidence is borderline, parts route to rework lanes with saved crops for root cause. MES and QMS integrations stamp inspection results to serial numbers—recalls query affected lots without spreadsheet archaeology.
01 // THE MANDATE
Defect detection, measurement, and traceability—vision systems that fit line speeds and QA sign-off.
We deploy edge or near-line inference with lighting-aware pipelines—annotation tools capture bounding boxes and severity labels your engineers already use. Thresholds tie to false-accept budgets; when confidence is borderline, parts route to rework lanes with saved crops for root cause.
MES and QMS integrations stamp inspection results to serial numbers—recalls query affected lots without spreadsheet archaeology.
02 // ENGINEERING
Development process
Structured phases—from discovery to launch—with clear ownership and handoff points.
Line study (weeks 1–4)
MVP (weeks 4–14)
Pilot run (weeks 12–18)
Production (weeks 16–24)
Operate (ongoing)
03 // CAPABILITIES
Core Capability Matrix
The building blocks of your solution
Capture
industrial cameras; GenICam optional.
Models
classification; segmentation; anomaly optional.
Edge
GPU/Jetson; ONNX/TensorRT export.
Labeling
workflows; consensus optional.
Calibration
golden samples; drift monitors.
Line HMI
pass/fail; reason codes.
Data
defect library; versioned datasets.
MES
OPC-UA optional; serial binding.
Reporting
PPM; trend charts; SPC hooks optional.
API
central model registry pushes to plants.
04 // DELIVERY LIFECYCLE
The strategic roadmap
Milestones and checkpoints—each phase has a clear outcome before the next begins.
Weeks 1–4: Feasibility PoC on sample parts.
Weeks 5–12: Labeling and model v1.
Weeks 13–18: Line pilot with guardrails.
Weeks 19–24: Multi-shift reliance.
Ongoing: New defects; supplier feedback loops.
05 // PRODUCT SCOPING
Choosing your path
Two engagement models—start lean and iterate, or commit to a full platform build from day one.
MVP
Speed & essentialism
Full product
Enterprise maturity
06 // PARTNERSHIP
Why work together
A single accountable partner across strategy, build, and go-live—not a revolving door of vendors.
End-to-end ownership: discovery, architecture, implementation, and launch—with clear communication and production-grade engineering.
- Discovery & alignment
- Systems that scale
- Implementation depth
- Clear comms
07 // CLARITY
Frequently asked
Retraining pipelines and drift alerts; environmental baselines per line.
08 // MORE SOLUTIONS
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Tell me about your product goals and timeline—I'll respond with a clear path forward.