Cluster

QA and production readiness

Testing, audits, maintenance and hardening practices for reliable production software.

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Start with the cornerstone

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Latest in this collection

External QA benchmark for software defects found in the first 30 days Delivery & QA

External QA Benchmark: What We Find in the First 30 Days

A research-backed defect benchmark for permissions, regressions, browser/device combinations, data integrity, AI failures and production escapes, and why no honest universal bug-count median exists.

Software maintenance cost benchmark for DACH SaaS: year one, two and three after launch Delivery & QA

What Software Maintenance Costs After Launch: A DACH SaaS Benchmark

Observed post-launch maintenance cost bands for DACH SaaS: year-one, year-two and year-three spend split across bug fixes, dependency upgrades, cloud, observability, security, compliance, support, product iteration and emergency work, with an interactive calculator.

Agile De-engineering and the erosion of engineering culture in the enterprise Delivery & QA

Agile De-engineering

How a movement built to liberate engineers came to erode engineering culture in the enterprise. Alexandre Kotcherguine and Kevin Riedl trace the commercialisation, ritual capture, metric inversion, and craft erosion behind it.

Security, IP and investor-readiness due diligence for apps built with Lovable, Bolt and Replit Delivery & QA

Lovable, Bolt, and Replit App Due Diligence

Before you raise or sell on a vibe-coded app, three questions decide whether it survives diligence: is it safe, do you own it, can anyone maintain it? The security, IP, and investor checklist.

The vibe-code production-readiness checklist Delivery & QA

The Vibe-Code Production-Readiness Checklist

A standalone, scannable checklist to run on any AI-generated app before real users touch it. Ten checks ordered by how often they bite, sorted into blocker, high, and cleanup.

What it costs to make a vibe-coded app production-ready Delivery & QA

What It Costs to Make a Vibe-Coded App Production-Ready

Effort bands by product type, where the time actually goes, and what an audit typically finds, framed as money and timelines. The hardening is the spend; the audit tells you its size first.

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Complete article directory

  1. External QA Benchmark: What We Find in the First 30 Days
  2. What Software Maintenance Costs After Launch: A DACH SaaS Benchmark
  3. Agile De-engineering
  4. Lovable, Bolt, and Replit App Due Diligence
  5. The Vibe-Code Production-Readiness Checklist
  6. What It Costs to Make a Vibe-Coded App Production-Ready
  7. QA for AI-Generated Code
  8. From Lovable and Cursor Prototype to Production: The Migration Checklist
  9. Vibe-Coded Software Audit: What Breaks Before Launch
  10. Why Test-Driven-Development pays off