All research
Equities & sectorsICONIQ Capital

The FDE Advantage: Turning Deployment into Compounding Value

Artificial intelligence

Our summary

FDEs are becoming a permanent restructuring of enterprise go-to-market rather than a temporary implementation bridge, but their long-term value depends on converting bespoke deployment work into reusable product and measurable customer outcomes.

  • Forward deployed engineers embed in customer environments to scope deals, build integrations or new capabilities, and stay through deployment; the model originated at Palantir and spread across AI companies, enterprise vendors, and hyperscalers over the previous 18 months.
  • ICONIQ’s 2026 State of AI survey finds that 37% of AI builders already employ FDEs, 22% are hiring them, and 50% plan to make the role permanent; respondents expect integration to reach 34% of enterprise customers by 2027.
  • FDEs generate two potential returns: 38% of companies use them as a revenue engine for expansion and retention, while 24% use them as a product-intelligence engine; Microsoft committed $2.5 billion and 6,000 employees to Microsoft Frontier Company, AWS committed $1 billion, and OpenAI raised more than $4 billion for its Deployment Company.
  • Operating models remain unsettled: Ramp places FDEs in engineering, Anthropic places them in go-to-market, and ElevenLabs expanded its FDE team from 12 to more than 60 people in under a year across three roles; the key discipline is withdrawing FDE support when repeatable problems can be solved directly in the product.
  • Pricing is fragmented, with 30% of companies bundling FDEs into subscriptions, 29% charging separate professional-services fees, and 25% using a hybrid model; examples range from a $40,000–$45,000 annual contract with one week of support to a $500,000 six-month pilot targeting 10x financial impact and hourly billing of up to $10,000 per day.
  • FDE talent is scarce and combines engineering with customer judgment: 65% of surveyed FDEs receive variable pay, with an average 73/27 base-to-variable split, usually linked to retention and renewal; companies still struggle to attribute revenue, manage capacity, and define career progression.

Takeaway: Investors should view FDEs as a potentially durable source of enterprise differentiation and product feedback, but favor companies that measure attribution, limit one-off services, build reusable product improvements, and move pricing toward verified customer value.

Published by ICONIQ Capital. Summary by HF Best Ideas.

More from ICONIQ Capital

Latest research

Share this summary