# Forward Deployed Engineering

> Forward deployed engineering from Twistag: embedded senior engineers, working with AI agents, who own a problem from first conversation to working system.

Embedded senior engineers, working with AI agents, who own a problem from first conversation to working system.

Forward deployed engineering is a delivery model where senior engineers embed in the client's operation, work alongside the people with the problem and own it from first conversation to working system, independent of any vendor.

Team model

Human + agent pods One to three senior engineers, each working with agents

Where it runs

The client's stack Its repo, CI, backlog, cloud and rituals

Measured by

The roadmap number Lead time, throughput and the outcome agreed with leadership

## Engineers who think like operators.

Each engineer in the pod is broad across the business and deep in engineering, and works from a seat inside the team.

- 01 Business sense.Reads the process, the cost of the delay and the number leadership cares about.

- 02 Product judgement.Decides what to build first, what to leave out, and how people will use it.

- 03 Marketing instinct.Knows the customer and the market the operation serves, so the work fits both.

- 04 Engineering depth.Ships the integrations, data work and agents into the company's own systems.

Side by side with the operators.

The roadmap is approved. The senior people to deliver it are not there.

- 01 Hiring takes two quarters. Senior AI and platform engineers take months to find and longer to ramp. The roadmap does not wait.

- 02 Agencies deliver from the outside. Work arrives in handovers, context is lost at every step, and the internal team inherits code it did not shape.

- 03 Tool-tied FDEs sell the tool. A vendor's forward deployed engineers are there to make that vendor's platform stick. Independent pods choose the tools that pass the test.

## A pod inside the team, from the first sprint.

The first quarter, week by week: scoping and the pod in place first, then delivery measured against the week-one baseline.

First quarter 13 weeks

## How forward deployed engineering compares.

Four ways to add senior engineering capacity.

Compared on FDE Solutions engineer Consultancy project Staff augmentation

Who sets the roadmap The client The vendor's product The consultancy's scope The client

Where the work happens Inside the client's repo and tools Around one product In the consultancy's environment, handed over Inside the client's repo

Who owns the code The client, from day one Mostly the vendor The client, at handover The client

Tool choice Whatever passes the test That vendor's platform The consultancy's stack Whatever the client runs

How it is measured Roadmap outcome and delivery metrics Platform adoption Deliverables accepted Hours billed

Typical length Quarters, resized each quarter Months, tied to the licence Fixed project Open-ended

Best for An approved roadmap and too few senior people Rolling out one platform One system, clearly specified Filling seats on a stable team

## Priced per engineer-day, resized each quarter.

- 01 In place in weeks.A pod starts two to four weeks after signature.

- 02 Priced per engineer-day.Billed monthly, pod size agreed each quarter.

- 03 Kept by the company.Code, specs, agents and dashboards run in its own cloud and stay there.

- 04 Free to switch models.Each task uses whichever model passes its test at the lowest cost.

One call to size the first pod.

## Two other ways to bring Twistag in.

From open questions to a clear AI roadmap.

One system, delivered to spec.

## About forward deployed engineering.

What is a forward deployed engineer?

How is this different from staff augmentation?

Which tools and models does a pod use?

How big is a pod and who is in it?

How fast can a pod start?

What does it cost?

Who owns the code, the agents and the IP?

Can the pod work under a consultancy's brand?

What happens when the pod leaves?

## Bring the roadmap.

Thirty minutes with a senior engineer on the roadmap, the team and what a first pod would take on.

A senior lead replies within one working day.

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Source: https://twistag.com/forward-deployed-engineering