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> ## Documentation Index
> Fetch the complete documentation index at: https://daily.dev/llms.txt
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# The Economics of Software Teams: Why Most Engineering Organizations Are Flying Blind

**[Tech Lead Digest](https://daily.dev/sources/techleaddigest)** · 15 min read · 7 upvotes · 2 comments

## Summary

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.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://www.viktorcessan.com/the-economics-of-software-teams/>

## Community discussion

Top comments from developers on daily.dev.

**@tilman151** · 3 upvotes

> 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.
>
>
> Writing code was never the hard part. Finding out what is valuable to code is.

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---

Tags: [#llm](https://daily.dev/tags/llm), [#product-management](https://daily.dev/tags/product-management)

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