On-site perception and decision support
Evaluate systems that use images, sound, and sensor data to understand equipment and surroundings.
Edge AI
Bring AI to devices in the field
We develop AI and software that process camera, sensor, and equipment data on local devices. We assess connectivity, latency, power, and hardware constraints, then support model selection and optimization, device integration, and evaluation in operating environments.
APPLICATIONS
Where we can help
Connectivity-constrained environments
Design local processing and synchronization for environments without reliable continuous cloud access.
Integration with robots and equipment
Integrate perception on devices and validate performance and connections with existing software.
WHAT WE DELIVER
What we deliver
Requirements and device selection
Define inputs, latency, connectivity, and power requirements to select an implementation approach and device configuration.
AI model optimization
Adapt models and inference to the target hardware, evaluating accuracy and processing speed.
Device and system integration
Connect sensor input and on-device inference with operational applications.
Field validation
Validate behavior under operating conditions including connectivity loss and environmental changes, and define operating and update procedures.
DELIVERABLES
Typical deliverables
On-device AI and software
Implement models, inference, and integrations for the target devices.
Evaluation findings and operating procedures
Document performance and operating conditions with deployment, monitoring, and update procedures.
HOW WE WORK
Our approach
Connect discovery with delivery
Carry discovery findings into design and implementation to keep development aligned with its purpose.
Use evidence to guide the next step
Share findings and unresolved issues to decide what to build next and which improvements matter most.
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