Edge AI Vision Kit
On-device vision models that run quality inspection without cloud latency or data leaving the floor.
Inside the VishMuKa Innovation Lab, wild ideas become working prototypes — and prototypes become products our clients ship.
Every VishMuKa product begins here. Click a stage to see how an idea travels through the lab.
Stage 1 of 5
Signals from clients, markets and the lab floor get compressed into sharp, testable hypotheses.
Signals from clients, markets and the lab floor get compressed into sharp, testable hypotheses.
On the bench right now
On-device vision models that run quality inspection without cloud latency or data leaving the floor.
Ask your warehouse a question in plain language — get a governed, explainable answer.
Workflows that detect their own failure modes and re-route at runtime.
Trend and demand forecasting powering the MANOVA commerce stack.
Edge models that predict machine failure from vibration and current signatures.
The verification graph behind CHELIMI's community trust system.
Each lab explores a frontier — together they turn research into products we ship.
LLMs, computer vision and predictive models — evaluated against real business problems.
Robotic process automation, AI agents and workflows that run themselves.
Firmware, edge computing and tinyML for the connected physical world.
Design + engineering sprints that turn sketches into shippable product demos.
An R&D corner with three engineers and a standing rule: every idea gets its first prototype.
MANOVA's AI styling engine moves from experiment to production.
VishMuKa LMS and CHELIMI graduate from the lab into supported products.
The IoT & Edge Lab opens — tinyML models run on shop-floor hardware.
Six active experiments on the bench — and two more products in the pipeline.
If it needs engineering, a prototype or a product team — the Innovation Lab is where it starts.