Manufacturing & industrial
Quality
Control
A vision pipeline that keeps your line moving—consistent defect detection, operator-ready evidence, and traceability auditors can follow.
- On-prem edge
- MES-friendly
- Audit trails
From sample checks to line-wide certainty
A tier-one electronics assembler needed fewer false rejects without slowing throughput. We paired calibrated cameras with a review workflow that surfaces only ambiguous cases—so QA leads spend time on decisions, not scrolling frames.
- On-prem edge
- MES-friendly
- Audit trails
−38%
False reject rate
12ms
Median inference
100%
Lot traceability
The line did not slow down. We finally had one source of truth for what “pass” means on each SKU.
Director of Manufacturing Operations
Verified narrative
How we work with you
A disciplined delivery model—discovery first, then pilot, then scale—so production risk stays controlled.
- 01
01 — Discovery
Line & optics audit
We map lighting, SKU variance, and failure modes with your engineers. Acceptance criteria are written before a single model ships.
- 02
02 — Pilot
Shadow mode on live line
Models run alongside human inspection with full logging. We tune thresholds until precision and recall match your operational tolerance.
- 03
03 — Hardening
Reliability & drift
Versioned models, rollback, and drift monitors. Change control your quality team can sign off on.
- 04
04 — Scale
Multi-line rollout
Playbooks for new SKUs, camera stations, and regional plants—same stack, consistent reporting.
How it works
End-to-end automation with human-in-the-loop only where judgment matters.
Capture & normalize
Frame sync, lens correction, and lighting-aware preprocessing so the model sees a stable scene.
Detect & classify
Defect localization with confidence bands; rules for routing frames to review queues.
Evidence pack
Annotated stills, timestamps, and lot IDs pushed to MES or your data lake.
Continuous improvement
Feedback from QA retrains in a governed cycle—no shadow IT on the factory floor.
Field notes
Stations, overlays, and the kind of evidence packs teams review daily.
Deployment visuals
Next step
Put vision on your line
Book a technical walkthrough—we will map optics, latency, and integration paths in one working session.
Typical working session
- Integration surfaces & security posture
- Latency, accuracy, and ops constraints
- Pilot scope and success criteria
No generic deck—technical stakeholders welcome.
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