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Three-dimensional electronic product concept showing a populated circuit board and enclosure

AI & intelligent product engineering

Intelligence. Engineered in.

AI and machine learning for intelligent products, backed by electronics, embedded software and verification.

Every layer.
Connected.

Models, data, electronics and firmware, connected in one product architecture.

Explore AI & ML integration
Exploded electronic product concept with separated lid, sensor, circuit board and enclosure

From model
to product.

Define, integrate and verify intelligence alongside the hardware it depends on.

Explore product development
Assembled DVAR-branded enclosure concept on an engineering fixture

Electronic product assembly concept

Introducing DVAR ReflexLoop · In development

Code. Test. Refine.Close the loop.

Our next engineering platform connects requirements, code generation and physical testing through the DVAR PinMatrix rig. Every iteration carries its evidence forward.

DVAR PinMatrix product concept with a probe fixture and connected electronic test hardware
DVAR PinMatrix product concept

AI. Embedded intelligence. Engineered into products.

DVAR turns AI and machine learning into product capabilities, connecting models and data with hardware, firmware and verification.

Meet DVAR

AI & machine learning integration

AI that belongs in the product.

Build intelligent sensing, vision and on-device decisions around real product requirements, data and operating constraints.

Illustrative embedded AI vision hardware with a camera module and processor
Embedded intelligence concept

Give sensor data a purpose.

Define the signals, data quality and operating conditions needed for classification and anomaly detection.

Sensing / Data capture / Signal interpretation

Bring vision into the system.

Connect image-processing requirements with optics, lighting, hardware interfaces and target-device performance.

Computer vision / Embedded inference / Integration

Find meaning in test results.

Scope pattern analysis in inspection and production-test data, while keeping acceptance decisions traceable.

Inspection / Test data / Decision support

Plan for life beyond the prototype.

Consider model updates, operating changes and failure behaviour alongside firmware maintenance and product verification.

Lifecycle / Model interfaces / Verification
Explore AI & ML integration

The engineering behind the intelligence.

Hardware, firmware and test bring an intelligent product into the real world.

Electronic hardware

From signals
to systems.

Architecture, sensing, power and PCB design. Every interface considered alongside the product it needs to become.

Explore hardware
Illustrative electronic sensing module, circuit board and enclosure
Electronic product concept

Embedded software

Code meets
the real world.

Firmware, device interfaces and connected behaviour, developed with the hardware and test strategy in mind.

Explore firmware
Illustrative embedded processor board with camera and enclosure
Embedded vision concept

Automated test

Make performance
measurable.

Purpose-built fixtures, repeatable test sequences and useful evidence. Connect design decisions to the acceptance criteria that matter.

Explore testing
Illustrative automated electronic test fixture and connected circuit board
Automated test-system concept
Product development Prototyping & manufacture Automotive cyber security

From possibility
to production.

A connected development process, with clear decisions and an engineering handover at each stage.

Explore product development

Define.

Agree product behaviour, data, interfaces and constraints. Give the next decision a clear technical foundation.

Integrate.

Connect electronics, firmware and model interfaces in a coherent system architecture.

Verify.

Test against agreed requirements, investigate failure behaviour and record the evidence.

Transfer.

Deliver controlled design files, software and production information for a practical handover.

Useful engineering.
Worth exploring.

Practical guides for the decisions behind your next product.

All engineering guides

What could your
product understand?

Bring your AI use case, prototype or product challenge.