Custom Computer Vision Model
24/7 vision AI for defects, intruders, counts and plates.
A computer vision model trained to detect, classify, segment or extract information from your images and video: quality control, custom OCR, smart surveillance, plate reading, counting and defect detection. Delivered: labeled dataset, trained model, inference pipeline, integration with cameras or feeds, and dashboard with alerts.
Who it's for
- Manufacturing with production-line quality control
- Security with CCTV, perimeter and people counting
- Logistics with plate reading, box counting and dimensioning
- Agriculture with pest detection and fruit counting
- Retail with heatmaps, stock-out detection and loss prevention
- Healthcare with medical imaging and diagnostic assistance
What's included
- Discovery, task definition and target metrics
- Data collection plan using existing or new cameras
- Image labeling (can pair with the DATA-LABELING SKU)
- Architecture selection (YOLO, Detectron2, SAM, RT-DETR, custom)
- Training, augmentation and hyperparameter tuning
- Evaluation with correct metrics (mAP, IoU, F1, false-positive rate)
- Optimization (ONNX, TensorRT, edge deploy when relevant)
- Batch or streaming inference pipeline
- Integration with IP cameras, RTSP or enterprise VMS
- Dashboard with alerts and reporting
- API for downstream systems
- Hypercare and post-production tuning
Metrics that move
What you should expect to track and improve.
Detection accuracy (mAP, IoU)
Throughput: items or events inspected per hour
False-positive and false-negative rates
Average event-detection time
Cost per defect reaching the customer
Human-hours of surveillance or inspection saved
You have cameras, production lines or visual processes that depend on a human staying alert. Impossible. We build a vision model trained on your images that detects what matters: defects, intruders, counts, plates, whatever it is. 24/7, no fatigue, alerting only when something is relevant. Typical ROI under one year.
Stack
Common questions
Questions we get during discovery.
Related SKUs
Natural next steps or complementary services.
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Book a free 30-minute consultation. We'll discuss fit, scope, and timeline.
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