Every computer vision use case, one platform

Locate and classify any object class with bounding boxes and confidence scores.

Read vehicle plates in real time for access control, tolling, and enforcement.

Identify SKUs on shelves and in carts for retail audits and planogram compliance.

Track brand exposure in broadcast, social, and event footage at scale.

Privacy-aware person and face detection with optional on-device anonymization.

Few-shot training for niche objects — parts, tools, animals, or your own taxonomy.

Catch scratches, dents, cracks, and contamination on high-speed production lines.

One-class anomaly models flag never-before-seen defects with no defect labels.

Confirm presence, orientation, and count of components before the next station.

Sub-pixel measurement of parts against tolerance bands, fully automated.

Detect cold joints, bridges, and porosity in electronics and metalwork.

Verify fill level, cap seating, and seal integrity in packaging and bottling.

Persistent IDs across frames for trajectory, speed, and interaction analysis.

Accurate entry/exit counts and occupancy for retail, transit, and venues.

Footfall heatmaps and dwell-time zones to optimize layout and staffing.

Measure queue length and wait time, trigger alerts when thresholds are crossed.

Classify, count, and time vehicles for smart-city and intersection analytics.

Estimate object speed and flow vectors for safety and process optimization.

Read printed, embossed, and handwritten text from any surface or angle.

Robust 1D/2D code reading even when damaged, curved, or low-contrast.

Extract structured fields from invoices, forms, and shipping labels.

Parse passports, licenses, and machine-readable zones for KYC and access.

Digitize dials, gauges, and seven-segment displays for legacy equipment.

Trace parts end-to-end by reading serials, lots, and date codes automatically.

Verify helmets, vests, gloves, and eyewear in real time across work zones.

Geofence hazardous areas and alert on unauthorized entry instantly.

Detect falls and prolonged inactivity for worker and patient safety.

Early visual detection of smoke and flame before conventional sensors trip.

Monitor human–machine separation and forklift–pedestrian conflicts.

Flag restricted actions — phone use, smoking, missing barriers — automatically.

Label every pixel by class for area, coverage, and scene-understanding tasks.

Separate touching objects with exact masks for counting and measurement.

Estimate plant health, count, and yield from drone and field imagery.

Segment regions of interest in scans to assist clinical review workflows.

Track body and object keypoints for ergonomics, sports, and activity analysis.

Recover depth and 3D structure from mono, stereo, or RGB-D cameras.

Recognize gestures and complex actions from temporal video models.

Visual SLAM and localization for robots, drones, and autonomous vehicles.