I remember analyzing Palantir’s business model back in 2019–20 and finding its strategy almost counterintuitive. At a time when Google and Meta had built some of the most valuable cash machines in history by serving consumers at massive scale, Palantir was doing the opposite: going deep into the enterprise and tackling complex software problems most companies did not want to touch.
That became its edge. Palantir’s land-and-expand model was built on a simple premise: solve hard problems first, embed deeply into the organization, then expand from there.
The forward-deployed engineer became central to that model, and Palantir effectively defined the category.
Over the last four years, I have argued that this role matters because enterprise AI is not primarily a model problem. It is an integration problem. Models have to connect with fragmented data, legacy systems, workflows, governance structures, and humans operating in highly constrained environments.
What has changed is that everyone now wants the enterprise. The AI labs have pivoted toward it, hyperscalers are moving deeper into it, and the enterprise layer has become one of the main battlegrounds of the AI stack. This is the foundation of my Enterprise Alliance thesis and the broader Enterprise AI Coordinate System.
Google is now entering the same arena from the opposite direction. It spent most of its history building consumer-scale search infrastructure. Now it is attempting to repurpose that machinery to solve the enterprise context and integration problem.
Google’s bet is that enough of the forward-deployed engineer’s work can eventually be automated through software. That may work, and if any company has the technical DNA to attempt it, Google is an obvious candidate.
But I do not think the forward-deployed engineer disappears.
More importantly, that may be the wrong question.
The real question is: what new enterprise infrastructure makes human-AI collaboration reliable enough for complex, regulated, high-stakes environments?
This piece is part of The Enterprise AI Coordinate System.
