← Capabilities/Capability C2Weeks 1–8 · first inference live by week 4Sub-50ms inference at the edge

Computer Vision — ViT · Edge · OCR

Vision systems must run where the photons land. We engineer pipelines from sensor to decision — calibrated, monitored, and built to survive grease, glare and gigabits.

Edge p95 latency

<50ms

Defect recall

>98%

Model drift caught

<24h

Commission this capability →See deliverables

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Deliverables

Everything that ships

Annotation pipeline
Active learning loop, quality audits, dataset versioning.
Model training stack
ViT/YOLO/SAM fine-tunes, hyperparameter sweeps, eval suite.
Edge runtime
ONNX/TensorRT packaging, OTA updates, fleet telemetry.
Drift monitoring
Embedding drift alarms, shadow inference, rollback triggers.
Inspection UI
Operator console with overrides, audit trail and KPI rollups.

Pod composition

CV Engineer
Edge SRE
Annotation Lead
Quality SME

Example output · Edge fleet manifest · line-7.camsyaml

fleet: line-7.cams
model: defect-vit-2.1.trt
device_class: jetson-orin-nx
slo:
  p95_latency_ms: 38
  recall_min: 0.98
ota:
  channel: stable
  rollback_on: drift>0.15

Timeline

Weeks 1–8 · first inference live by week 4

1
Week 1-2
Site survey + dataset
Sensor placement, lighting, first labelled set with QA.
2
Week 3-4
Model + edge runtime
Train, benchmark, package for target device, ship to one line.
3
Week 5-8
Fleet rollout
OTA pipeline, drift monitoring, operator console, scale to N.

FAQs

Things prospects ask

Cloud or edge?

Edge by default for latency and cost; cloud for retraining and aggregate analytics.

What about labelling effort?

We bring active learning + auto-label models so you label the hard 5%, not the easy 95%.

Hardware procurement?

Bring your own or we spec, source and provision Jetson/Coral/Hailo-class devices.

Commission · C2 Computer Vision

Stand up Computer Vision in Weeks 1–8.

We'll respond within one business day with a scoping note, a fixed-price outcome contract, and a named principal. Your details sync straight into our concierge queue.

• Outcome-priced — no T&M.
• Sovereign by default — your data, your region, your keys.
• Wired into the Fuel Pressure gauge from day one.