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Product Insight brings innovation and bespoke automation to life for the labs of today and the products of tomorrow. We partner with leading laboratories and capital equipment companies to develop automation systems that modernize laboratory workflows for the era of embodied AI robotics.

From ground-up capital equipment design to deploying tailored solutions into existing laboratory infrastructure, our problem-first approach helps teams accelerate innovation with confidence.

Identify human workflow bottlenecks

Integrate aging and mixed vendor systems

Select automation based on evidence

No rip-replace and hope

Expert guidance for AI integration

Hardware ready for collaborative robotics and humanoids

Telemetry-first system design to support AI training

Systems with vision-based control

Test technical decisions with real users early

Reduce risk in system architecture & integration

Identify adoption failures before they become expensive

Focus on outcomes that matter for launch & scale

Requirements & System Architecture

Subsystem Selection & Testing

Industrial Design & Ergonomics

Mechanical, DFx, Electrical & Wiring

Firmware, Software & Vision Control

Prototyping, Verification & Validation Testing

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