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QA Strategy articles

QA strategy articles on test planning, coverage models, shift-left and shift-right testing, and how QA maturity gets built as an engineering team grows.

9 articlesAll articles

QA Strategy

QA Process Setup for Series A Startups

The order to build QA process in at Series A, what to test first, when automation actually earns its place, and what good looks like by day 90.

Mohammad Khan9 min read
QA Strategy

QA Maturity Assessment: A Five-Stage Model

A QA maturity assessment built on a five-stage model: where your team really sits, how to self-assess without blind spots, and what moving up a stage takes.

Muhammad Ali9 min read
QA Strategy

QA in Agile Sprints Without Slowing Down

QA in agile works when it is embedded from day one. Where testing belongs in the sprint, the mistake that causes slowdowns, and what changes.

Muhammad Ali9 min read
QA Strategy

QA Strategy for AI-Generated Code

AI coding assistants are shipping more code, faster, than most QA processes were built for. What a strategy needs to change, and what stays the same.

Mohammad Khan8 min read
QA Strategy

Shift-Left vs Shift-Right Testing

Shift-left catches defects before release, shift-right catches what only shows up in production. What each actually covers, and why teams need both.

Muhammad Ali8 min read
QA Strategy

AI Code Review Habituation: Why Scrutiny Drops

The more AI-generated code a team reviews, the less carefully they look at it. What habituation is, the numbers behind it, and how to counteract it.

Mohammad Khan10 min read
QA Strategy

Quality Gates for AI-Generated Code

A green build is not a quality gate. What actually makes a gate for AI-generated code credible, what it needs to check, and who should own it.

Muhammad Ali10 min read
QA Strategy

Risk-Based Testing: What to Prioritize

A practical framework for scoring likelihood and impact, a full worked example, and a clear read on when risk-based testing earns its place on your team.

Muhammad Ali12 min read
QA Strategy

QAOps: What It Is and How to Start

QAOps embeds quality assurance directly into the CI/CD pipeline instead of running it beside one. Here is what the practice looks like and how to start.

Muhammad Ali6 min read

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