Home/Engagement

Engagement

FDE

Embedded on site

Embedded in your operations. Building with you.

Forward Deployed Engineering. Working on site with your operators and developers, we move from discovery through implementation, field validation, rollout, and improvement. For both Physical AI and AI agents, what we learn where the system is used directly informs what we build.

What we do

From decisions to delivery.

  1. 01

    Understand real workflows and constraints

  2. 02

    Build and validate in short cycles

  3. 03

    Integrate devices, data, and business systems

  4. 04

    Evaluate and improve after rollout

Who we work with

When this fits

For development that depends on close operational collaboration and repeated validation with real hardware and workflows.

What stays with you

What we deliver

A working system, field evaluation findings, and rollout procedures, continuously improved through user feedback.

Available for Physical AI and AI agents. Cadence, duration, and delivery scope are agreed for each project.

Compare engagement models ↗

START A PROJECT

Let’s build
what comes next.

Physical AI or AI agents. Start with your challenge.Discuss AI+ Transformation