Opinion

Big Tech's $9B forward-deployed engineering arms race leaves small business waitlisted

Microsoft, AWS, OpenAI, and Anthropic are pouring billions into embedding engineers inside Fortune 500s. SMBs need a different lane.

By Aaron Gerstle · Opinion & analysis · 2026-07-12 · 3 min read

Photo: Unsplash / Alex Kotliarskyi — Engineers collaborating around laptops in an open office

On Thursday, July 2, Microsoft announced a new subsidiary called Microsoft Frontier Company, backed by a $2.5 billion investment and 6,000 embedded engineers and salespeople whose job is to sit inside enterprise customers and make AI deployments actually ship. Two days earlier, AWS had committed $1 billion to a forward-deployed engineering organization of its own. Add the OpenAI FDE joint venture (valued at $4 billion) and Anthropic’s ($1.5 billion), and the four hyperscalers have now committed north of $9 billion to a single go-to-market motion: put your engineers inside the customer.

Judson Althoff, CEO of Microsoft’s commercial business, called it “the largest, most capable, outcome-driven engineering organization in the industry,” and framed the group as going beyond what has been called Forward-Deployed Engineering. The label is Palantir’s, which pioneered the model years ago and is now watching hyperscalers copy the playbook at platform scale.

The customer list tells you exactly who this is for. AWS points to the Allen Institute, Cox Automotive, the NBA, the NFL, Ricoh, and Southwest Airlines; the NFL used AWS FDE pods to ship NFL Fantasy AI and NFL IQ in a matter of weeks. AWS itself describes the program as built for regulated industries, financial services, and government. Each pod is five or six engineers deployed inside a single customer.

That’s a wonderful deal if you’re the NFL. It’s not a deal available to the several million small and mid-size businesses that also want production AI and are somehow expected to build it themselves.

The structural read is that the hyperscaler FDE arms race is a sorting mechanism. Enterprises with nine-figure cloud budgets get a dedicated engineering pod; everyone else gets a documentation portal and a Discord. SMBs won’t be served by that motion, because the unit economics don’t work, and no amount of committed capital changes it.

Which is why the interesting layer of the market sits elsewhere, in model-agnostic “company brain” tools like LemonLime, built specifically for the businesses the pods will never visit. The $9 billion tells you where the incumbents believe the revenue is. It also tells you, by omission, where it isn’t.

Sources