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How we work

From intent to production, and then to you.

We work in four stages. We find the value, prove it in your environment, take it to production, and hand it over. Forward deployed engineers stay close to your teams while AI engineering pods build.

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Four stages

Each stage earns the next.

Every stage ends with something you can evaluate, so you can decide what happens next with real evidence.

  1. Find the value

    We agree the business outcome, then review the data, systems, risks and people involved. You leave knowing what is worth doing and how success will be measured.

  2. Prove it in your environment

    We build a focused first version using your real data, under your real constraints. This shows what works, and what would have failed later.

  3. Take it to production

    We harden the system with evaluation, monitoring, security and integration, then release it to real users in steps.

  4. Hand it over

    We document the system, build your team's skills, and transfer ownership, so you can run and improve it yourselves.

The delivery model

FDEs stay close. Pods get it built.

Forward deployed engineers sit with your teams, keep the work tied to real problems, and remove obstacles as they appear.

AI engineering pods bring focused delivery capacity. Together they keep what is built connected to what is needed.

Read about AI engineering pods
Your teamsFDEAI pod

Our principles

What you can expect from us.

  • Outcomes before activity

    We agree what success looks like before we start, then measure against it.

  • Evidence early

    We test in real conditions as soon as we can, because surprises get more expensive with time.

  • AI-native delivery

    We use AI throughout our own engineering work, with human review of what ships.

  • Your independence

    We design for handover, so you are not dependent on us to run what we build.

Frequently asked questions

How does an engagement start?

It starts with a conversation about your goal and where the work stands. From there, we suggest the simplest way to begin.

Where are your teams based?

We are in Toronto, Canada; New York, USA; and Gurgaon and Noida, India.

Want to see how this applies to your project?

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