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Forward-deployed engineering, explained

By Clark Johannson · May 2026 · 4 min read

The best AI software doesn't get handed off after a kickoff deck. It gets built next to the person who knows the problem. Here's why that changes everything.

The handoff is where projects die

The traditional way to get software built is a relay race: a kickoff meeting, a requirements document, a statement of work, then months of building somewhere you can't see — and finally a demo of something that's subtly, frustratingly not what you meant. By the time anyone realizes, the budget is spent and the moment has passed.

The problem isn't effort. It's distance. Every handoff between the person who knows the problem and the person building the solution loses information. Forward-deployed engineering closes that distance.

What forward-deployed engineering actually means

A forward-deployed engineer doesn't take a spec and disappear. They embed with your team and build alongside the person who knows the work best — your domain expert. They sit in the same (virtual) room, ask questions as they go, and turn answers into working software in real time. The loop between "here's the problem" and "here's a thing that solves it" shrinks from months to days.

Real AI products aren't built in a boardroom. They're built next to the person who knows the problem.

Why AI makes this the right model

AI changed where the hard part lives. Building software used to require big teams and long timelines, so the scarce resource was engineering capacity. Now that AI makes building fast and cheap, the scarce resource is domain knowledge — knowing precisely which problem to solve and how the work really happens. That knowledge lives with your people, not in a requirements doc. The only way to capture it is to build beside them.

What an engagement looks like

The payoff is software that fits exactly how you work, shipped in weeks instead of quarters, with no translation loss along the way. See how we work or start a project.

Own your software.

Build it beside your team.

Embed an engineer with your experts and ship working software in weeks.

Start a Project