A breakdown of what software development teams actually cost, what they need to generate to be financially viable, and why most organizations have no visibility into either number.

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Software teams are among the most capital-intensive investments companies make, yet most organizations lack visibility into what their teams actually cost or generate. A team of eight engineers in Western Europe costs roughly €87,000/month, and break-even requires generating 3–5x that in value to account for initiative failure rates and long-term maintenance costs. Most teams instead track activity proxies like velocity or NPS, which can trend upward while financial performance deteriorates. This disconnect was enabled by a decade of cheap capital (2011–2022) that made financial discipline unnecessary. The arrival of LLMs is now exposing large codebases and engineering headcount as liabilities rather than assets — a developer recently replicated ~95% of Slack's core product in 14 days using LLM agents. Organizations that build the analytical infrastructure to connect team work to financial outcomes will gain a compounding structural advantage over those still flying blind.

The Economics of Software Teams: Why Most Engineering Organizations Are Flying Blind

The Internal Platform Team: What Break-Even Actually Requires

The Customer-Facing Team: Multiple Levers, Same Math

Want Help Understanding Your Team Economics?

<p>I find it interesting that the pro-LLM argument often boils down to: “someone replicated X in a week with Claude Code.” Okay, so they build a demo of a product that is well understood and without any ambiguity in the development process. Does it have the well thought out features that make Slack enjoyable to use? Does it scale to more than one organization? It’s like looking at a good forgery of a piece of art. Impressive in its own right, but it doesn’t mean we don’t need artist anymore.</p>
<p>Writing code was never the hard part. Finding out what is valuable to code is.</p>
