// Platform · CapabilitiesDetection · OCR · Safety

Production-grade vision for industrial environments.

Real-time recognition for inventory, safety, anomaly detection, high-throughput dock and yard operations. Fine-tuned per site, continuously evaluated against ground truth.

// Why it matters

The problem

01
Industrial light is hard. Most vision models trained on consumer datasets fail on the shop floor — low light, glare, occlusion, motion.
02
Sites vary. A model that works at one site fails at the next. Lighting, angles, and object classes are too varied for generic models.
03
Drift is silent. Model accuracy degrades as operations evolve. Without continuous evaluation, you find out at customer cost.
04
RFID alone is positionless. RFID counts perfectly but tells you nothing about spatial placement beneath the antenna footprint.

// What Innfini delivers

The capability surface.

Object detection

Fine-tuned YOLO-class models per site for high-throughput dock, yard, retail, and manufacturing environments.

OCR

Label, plate, and serial-number reading. Tuned for industrial typography and partial occlusion.

Anomaly detection

Lightweight autoencoders with bounded reconstruction error. Surfaces deviations without retraining for every class.

PPE and safety detection

Hardhat, vest, lone-worker detection. Real-time alerts when policy is violated.

Camera-to-RFID fusion

99%+ match accuracy on yard and dock operations. The camera tells you where; the RFID tells you what.

Continuous evaluation

Every prediction evaluated against ground truth. Drift triggers retrain, not silence.

// Measured impact

What this delivers.

01
Scrap and rework cut 30–50% with vision-AI quality on manufacturing lines
02
99%+ camera-to-RFID fusion accuracy on yard and dock operations
03
PPE detection reduces recordable incidents in field environments
04
OCR replaces manual label and serial-number entry at high throughput
05
Continuous evaluation against ground truth keeps accuracy stable as operations evolve

See Computer Vision running in your environment.

A 60-minute architecture review with our solutions team. We map your sensors, your systems, and the workflows where this capability moves the needle.

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