Manufacturing & Industry
Vision-Based Operator Attention Interlock for a Test Station
A smart camera that lets the machine start only when the operator is facing the part, wired straight into the plant's PLC, with no extra computer.
Hardware & vision systems
We build camera-based inspection, connected sensors and embedded devices, plus the software that turns what they see and measure into decisions.
Hardware projects fail when the device, the model and the dashboard are built by three different teams. We handle the whole chain: choosing cameras and boards, training and deploying models at the edge, writing firmware, and building the cloud and screens people use every day.
What we deliver.
01
Machine vision inspection
Cameras and models that spot defects, count parts and measure dimensions on the line.
02
Edge AI deployment
Models optimised to run on devices such as NVIDIA Jetson, close to the camera, without relying on the network.
03
Connected devices and IoT
Sensors, gateways and secure connections from the shop floor to the cloud.
04
Embedded firmware
Reliable firmware for microcontrollers and single-board computers.
05
Dashboards and alerts
Live views, reports and alerts that turn raw readings into action.
06
Prototyping to rollout
From a proof of concept on one station to a rollout across lines and sites.
When to call us.
Sound familiar? These are the situations we're asked into most often.
- Catching surface defects before parts leave the plant
- Counting and tracking items without manual tally sheets
- Monitoring machines to spot trouble before a breakdown
- Adding an app and cloud dashboard to an existing device
How we work.
- 01
Site visit
We see the line, the lighting and the constraints in person or on video.
- 02
Proof of concept
One station, real parts, measured results.
- 03
Harden
Enclosures, edge deployment, monitoring and operator screens.
- 04
Roll out
Scale to more lines, with support and model updates over time.
Tools we often use
- Jetson Orin
- Jetson Nano
- OpenCV
- YOLO
- PyTorch
- Raspberry Pi
- ESP32
- MQTT
A starting point, not a limit: we work in the stack that suits your product.
Common questions.
Do you supply the hardware?
We recommend and source cameras, boards and sensors, or work with the hardware you already have.
What accuracy can we expect?
It depends on the parts, lighting and defect types. The proof of concept measures it on your real parts before you commit to a rollout.
Does it need an internet connection?
No. Models can run fully at the edge, and sync to the cloud when a connection is available.
Other ways we help.
- End-to-end product developmentFrom first sketch to shipped product, with one team accountable throughout.
- Modernisation & rescueTake over, fix or upgrade a product that's stuck, slow or hard to change.
- SaaS platformsMulti-tenant products with billing, roles and audit logs built in.
- AI & agentic featuresAssistants and automations that save real time, shipped with guardrails.
- APIs & integrationsConnect the systems you already run, with syncs that never fail silently.
Have something worth building, improving, automating, connecting, fixing?
Tell us about the product, system or decision in front of you. You'll hear back from an engineer within one working day.
Tell us about itOther ways to reach us
Prefer the phone? +91 78218 00212 / +91 88602 53484
Or book a call
Pick a slot that suits you. Bring the idea, doc or codebase, in whatever state it's in.
Pick a time that suits you.
A short video call with an engineer. See open slots and book in under a minute.