Engineering
Edge AI Vision

Edge AI Connected Devices Embedded Vision

Computer Vision expertise for OEMs, system integrators, and technology providers — focused on edge deployments.

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Supporting Edge Deployments Globally

Where We Get Involved

Vision-Capable 
Embedded Platforms

Working across embedded platforms used for vision workloads, including Ambarella, Hailo, NXP, Qualcomm, and Rockchip.

Sensor to Decision 
Pipeline

From sensor input and image pipeline work 
to on-device inference and the logic that turns recognition into action.

On-Device 
Inference

Getting computer vision workloads to run on the target device, with the surrounding system pieces in place.

Performance & Productionization

Improving latency, power, thermal behavior, and robustness before the product reaches the field.

Connected Vision 
Security

Supporting certifiability and cyber resilience work for connected vision devices, including CRA-related implementation needs.

Device Integration & Maintainability

Handling the device-side integration work that affects updateability, lifecycle reliability, and long-term maintainability.

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How Teams Usually Start With Us

Discovery 
Sprint

Early work around constraints, hardware fit, 
integration risks, and delivery planning.

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Discovery 
Sprint

Embedded Deployment Sprint

Focused work to get vision workloads running on target hardware.

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Embedded Deployment Sprint

PoC Rescue / Productionization

For teams that have something working in prototype form but are stuck before production.

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PoC Rescue / Productionization

Industries We Build For

AI Camera Solutions & Vision Devices

Camera products and vision-enabled devices that need on-device inference, stable pipelines, and fit for the target platform.

Physical Security & Access Control

Biometric solutions and vision endpoints where latency, liveness, privacy, and device constraints all matter at once.

Agriculture Technology

Connected vision systems for monitoring and automation in greenhouses, farms, and controlled growing environments.

Drones & UAV Systems

Edge vision for unmanned platforms where weight, power, bandwidth, and response time leave little room for waste.

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Our Projects

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Guiding an access-biometrics device from platform choice to edge integration

Machine vision consulting and embedded vision advisory for a team bringing face biometrics into ticketing, access control, frictionless payment, and credentialing on real edge devices.

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Integrating face biometrics into a custom Ambarella access-control platform

Machine vision integration and embedded vision engineering for a next-generation access system, from video quality and matching performance to wired and wireless control-system links.

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Scaling Edge AI deployment for face recognition across embedded and mobile platforms

Edge AI deployment for embedded vision and anti-spoofing, spanning Ambarella, Rockchip, Hailo, Qualcomm, iOS, and Android in one long-running delivery model.

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Our Offer

Development & Integration

Engineering work across edge AI vision, embedded devices, system integration, and product readiness.

Consulting

Technical advisory for teams making platform, architecture, feasibility, and deployment decisions around embedded vision systems.

Talent Support

We will help you find the right talent to build your embedded vision system. This includes executive search, as well as interview support and technical assessment.

Full offer

Get in Touch

Have a project in mind? Let’s discuss how we can help you achieve your goals.

Our Articles

June | 2026

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