We spent the last month modeling software budgets to figure out why velocity often feels so low even with senior teams. The short answer seems to be structural: about 80% of engineering time goes to non-differentiating infrastructure (auth, pipelines, CRUD) rather than unique business logic.We call it the "Infrastructure Tax." We analyzed an anonymized $2.4M engineering spend, and honestly, the...
We took a vague 2-sentence client request for a "Team Productivity Dashboard" and ran it through two different discovery processes: a traditional human analyst approach vs an AI-driven interrogation workflow.The results were uncomfortable. The human produced a polite paragraph summarizing the "happy path." The AI produced a 127-point technical specification that highlighted every edge case,...
We took a vague 2-sentence client request for a "Team Productivity Dashboard" and ran it through two different discovery processes: a traditional human analyst approach vs an AI-driven interrogation workflow.The results were uncomfortable. The human produced a polite paragraph summarizing the "happy path." The AI produced a 127-point technical specification that highlighted every edge case,...
I recently ran an audit on our latest full-stack repo to figure out why "spinning up a new project" felt like such a heavy lift. I counted every file required just to reach a "production-ready" baseline—before writing a single line of unique feature code.The count was roughly 600 files.To be clear, I'm not talking about a `create-react-app` sandbox. I mean a compliant, scalable SaaS foundation:...
We recently did a deep dive into our engineering time allocation for a standard 5-person team building a B2B SaaS application. The results were pretty depressing: we spent roughly 960 hours (annualized) on "setup" tasks—environment config, auth flows, RBAC, CI/CD pipelines, and database scaffolding—before we built a single unique feature that actually differentiated the product.I’m sharing this...
've never seen a startup fail because a function was 50 lines too long or the variable names were inconsistent. But I have seen teams hit a brick wall at the 12-month mark because they treated architectural decisions as "something we'll refactor later."We often conflate "messy code" (which is linear debt) with "structural coupling" (which is exponential debt). I've been looking at the...