Cluebyte Start a project

Count, inspect and track
from photos and video

Models that watch shelves, production lines and yards, and turn what they see into counts, alerts and reports your team can act on.

Typical
8–12 weeks
Pricing
Fixed price per phase
Group
AI and automation

What you get

Computer vision

Count, inspect and track from photos and video: shelf audits, defect checks, yard and footfall monitoring.

01

Data collection

Photos or video gathered from your real conditions: lighting, angles, clutter and all.

02

The model

Trained and tested on your images, with accuracy reported per product or defect type.

03

Edge or cloud

Running on cameras and small devices on site, or in the cloud, whichever suits the network.

04

Alerts and dashboards

Results sent where people work: a dashboard, a message or a record in your system.

Where it fits

Good places
to start

  1. 01
    Shelf audits

    Gaps, wrong placements and price labels checked from photos taken on the shop floor.

  2. 02
    Defect checks

    Faults spotted on the line before products are packed.

  3. 03
    Yard and footfall monitoring

    Vehicles, pallets and people counted without manual tallies.

How it runs

Small steps,
shown every week

PyTorchYOLOOpenCVONNXNVIDIA JetsonAWS
  1. 1–2 weeks
    Discover

    We map how the work happens today and agree what done looks like.

  2. 2–4 weeks
    Prototype

    The riskiest part first, on your real data, while change is cheap.

  3. 2-week sprints
    Build

    Weekly demos and a shared backlog you can reorder at any time.

  4. Ongoing
    Run

    Monitoring, agreed response times and a monthly review of usage.

Questions

Before you start

How many images do we need?
Usually a few hundred labelled examples per thing you want to detect to start. We measure, then add more where it struggles.
Can it run without a good internet connection?
Yes. Models can run on small devices on site and send only results when a connection is available.
Who owns what you build?
You do. Code, prompts, data and infrastructure sit in your accounts from the first commit.

Computer vision

Tell us what
you need.

A 30-minute call with the people who would do the work, then a written proposal.