Insights

    Forward deployed engineering, written for the buyer

    This section covers forward deployed engineering from the buyer's side. When an FDE is the right call, how an engagement runs week by week, how it compares with staff augmentation and consulting, and how to judge a partner before you sign. If you need the role itself explained first, start with what a forward deployed engineer does.

    Start here

    Where to start
    If you are askingGo to
    What does a forward deployed engineer actually do?Forward deployed engineer (the role, the skills, and the five-question test)
    Can AMT run the whole deployment for us?Forward deployed engineering service
    Our AI pilot works in a demo but stalls in productionAI pilot to production
    I am looking for a forward deployed engineering jobCareers

    Why forward deployed engineering went mainstream in 2026

    In about eight weeks, four of the biggest AI and cloud companies put money behind the same delivery model: engineers who work inside the customer until the system runs.

    2026 forward deployed engineering announcements
    WhenWhoWhat they announced
    May 2026OpenAIThe OpenAI Deployment Company, a standalone entity majority owned by OpenAI and backed by more than $4 billion from a TPG-led group
    May 2026AnthropicA $1.5 billion venture with Goldman Sachs, Blackstone and Hellman & Friedman to embed engineers in mid-sized companies, starting with those firms' portfolio businesses
    30 June 2026Amazon Web Services$1 billion for its own forward deployed engineering initiative
    2 July 2026MicrosoftThe Microsoft Frontier Company: $2.5 billion and more than 6,000 industry, engineering and AI professionals who work inside customer organisations

    The reasoning is the same in every announcement. A model on its own does not change how a company works. Goldman Sachs' Marc Nachmann made the same point to GeekWire: having the model does not, by itself, change your workflows.

    A survey of 133 AI and software companies by GoodFirms (fieldwork June to July 2026) shows how far the model has spread:

    • 69.7% already run some form of forward deployed engineering, formally or informally.
    • 78.6% measure success on business outcomes agreed before the work starts.
    • 3.6% bill it as time and materials. Buyers pay for a result, not for hours.

    What this means if you are not their first customer. Each of these units is owned by, or built around, a company that sells models or cloud. That works if you have standardised on one vendor. If your stack mixes vendors, or your data has to stay in your own cloud tenancy, you need forward deployed engineers who are not selling you a platform.

    Articles in this section

    Who writes these

    Every article in this section has a named author who has run a forward deployed engagement, and shows the date it was last reviewed.

    FAQ

    Who is this section for?

    CTOs, heads of product and AI leads deciding whether to use forward deployed engineers, and how. If you want an FDE job, see careers.

    Is forward deployed engineering the same as staff augmentation?

    No. Staff augmentation adds engineers under your direction, and you own the result. Forward deployed engineering puts the engineer on the hook for the system working in your environment. The full comparison is in the first article above.

    Does AMT offer forward deployed engineering?

    Yes, in two ways. You can hire an FDE into your own team through /hire/forward-deployed-engineers, or AMT can run the whole deployment through /services/forward-deployed-engineering.

    How current are these articles?

    Each one shows the date it was last reviewed, and figures are dated where they appear.

    Tell us what works in the demo and what breaks in production.