Models that see what your people would see, on every frame.
Quality inspection, safety monitoring, counting, reading, and video with location data. Classic detection and segmentation where they are enough, vision-language models where the question is open-ended. Trained on your footage, deployed where the cameras are, including devices with no internet.
Zingaro AI builds computer vision and multimodal systems: object detection, segmentation, video analytics, OCR and document understanding, vision-language models for open-ended visual questions, and edge deployment on cameras and gateways without cloud connectivity.
You get
- A trained model with an evaluation report
- The labelled dataset
- Edge or private deployment
- Alerts and records in your systems
Built with
- Detection and segmentation
- Vision-language models
- Video analytics
- OCR
- Edge inference
Computer vision and multimodal AI, end to end.
Detection and segmentation
Objects, defects, people, vehicles and documents, trained on your footage rather than a public dataset.
Vision-language models
Ask questions of images and video in plain language: what is wrong here, is this step complete, read this label.
Video analytics
Events in live or recorded video: a gate left open, a queue too long, a safety step skipped.
OCR and visual documents
Meters, labels, plates, forms and handwriting read from photos taken on site.
Edge deployment
Models that run on the camera, the gateway or a box on the wall, with no cloud in the loop.
Field capture and labelling
Collection apps with GPS and metadata, and annotation teams with quality checks built in.
From one painful job to a system in production.
Models and agents handle the volume. People handle the edges. You always know which did what.
- 01
Discover.
One or two weeks with your team. The jobs listed, sized and ranked. A number on the first one.
- 02
Build the pilot.
Fixed scope, fixed fee, 4 to 6 weeks. Real output on your real data, measured against the number.
- 03
Ship it.
Into production, inside your boundary if the rules require, with evals gating every release.
- 04
Run it, or hand it over.
We operate it with people on the queue and a weekly report, or your team takes it with the runbooks.
Your data does not have to leave the building.
On your servers
Air-gapped where required.
We install on machines you own, inside your network. Where the rules demand it, the system runs with no outbound connection and updates are carried in by hand. Your team keeps the keys.
Data stays inside your network
Your private cloud
We deploy into your account.
We deploy into your own cloud account, in your region, under your access controls. The data stays in your account. We get the access you grant, and nothing more.
Data stays inside your account
Ours
Managed, fastest to start.
We run it on infrastructure we operate. The right choice when the data is allowed to leave and you want the pilot running this month.
Managed by us, on our terms
In banking, insurance and healthcare, the rules decide where the data sits. We built for that first.
How each option worksWhat comes back, and how we measure it.
Deliverables
- A trained model with an evaluation report
- The labelled dataset
- Edge or private deployment
- Alerts and records in your systems
Measured by
- Precision and recall on your test set
- Events detected and confirmed
- False alarms per shift
- Frames processed per device
Real figures come from your pilot. We do not publish invented ones.
What people ask about vision.
Do we need new cameras?
Usually not. We work with the cameras and phones you have and tell you if something is missing.
Classic models or vision-language models?
Classic detection for fixed, high-volume questions at low cost. Vision-language models for open-ended questions and reading. Often a small detector in front of a larger model.
Can it run without internet?
Yes. Edge deployment is normal for us, and models can be updated by hand where required.
Bring us the vision job you keep postponing.
Twenty minutes is enough to say whether we can take it.
A pilot starts within 5 working days of agreed scope · Nothing upfront · No seat licences