› edge.carpin.ai

AI at the edge,
where latency matters.

Computer vision, industrial monitoring, and custom models running on-device. No sending data to the cloud. No waiting seconds for a response. For companies that need AI to react before the problem is even visible.

LIVE · bacara/line-01 12:34:08
Alfajores per second · last 12h peak 2pm · 5.2 alf/sec
1am2pm11pm
Analyzing the feed

Peak of 5.2 alf/sec at 2pm. 3 defective alfajores discarded and line 2 was stopped for 8 min — the system alerted the supervisor over WhatsApp.

Real case · in production

How edge runs in an alfajor factory.

YOLO + ROIs detect and count every alfajor that moves down the line. From there come live metrics — alfajores per minute, idle time — and alerts when the line stops. On-device at the factory, with nothing sent to the cloud.

Deployed at Bacará
LIVE FEED · bacara/line-01 YOLO · ROIs · on-device
detection + tracking over the belt ROI includes discarding defects
Model YOLO + ROI detection + counting zone
Metric alfajores/sec live, per shift
Alerts defects + idle malformed alfajor or stopped line
Deploy on-device at the factory
Real case · in production

And how edge runs in a parking lot.

One general ROI + one ROI per spot. The model decides whether there's a vehicle or not in each slot, and the dashboard up top shows the open spots live. It works with the camera that was already installed.

LIVE FEED · parking/cam-01 YOLO · ROIs per slot · on-device
one ROI per parking spot dashboard up top: live occupancy
Model YOLO + ROIs one ROI per slot
Metric occupancy % open / total, live
Hardware existing camera no new sensors
Deploy on-device on site
Where edge shines

When milliseconds matter.

Four places where cloud latency isn't enough — and where we know how to put custom models running on your hardware.

🏪 Retail

Out-of-stock and in-store traffic

Empty-shelf detection, visitor counting, checkout queue control, and loss prevention — using cameras you already have.

🏭 Industry

In-line quality control

Defect detection, poorly sealed packages, crooked labels — with automatic line stop when the model calls it.

📦 Logistics

Stock counting and tracking

Pallets, boxes, and containers tracked across multiple cameras. OCR / QR reading on the move. Reconciliation with your WMS.

🚜 Agriculture

Livestock, crops, perimeter

Animal weight estimation, head counting, perimeter monitoring with drones, NDVI over fields — without depending on the internet.

Let's talk

Got a case for edge?

Send us an email with three lines — what problem you want to solve, where, and what scale you're handling. We'll get back to you with a yes, a no, or a question. We sign an NDA before sharing any sensitive info.

edge@carpin.ai