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AI in software testing — practical articles

10 articles for QA teams and dev leads who want to use AI for faster and more stable testing. Claude Code workflow, flaky detection, test data generation, automation ROI.

Tooling comparison13 min

Cypress vs Playwright in 2026: which one for your project

Decision matrix, speed benchmark, API comparison, CI parallelization and cost. Concrete recommendation per scenario.

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Pricing11 min

How much does test automation cost in 2026? (Real numbers)

Concrete prices for Cypress/Playwright, mobile, CI/CD, Azure-Jira sync. Ranges and the factors that decide your budget.

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AI · Overview10 min read

How AI changed manual testing in 2026

State of QA 2026: what AI really does, where we still need humans, and what a working hybrid QA team looks like.

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Tools · Tutorial12 min

Claude Code for QA engineers — 5 practical workflows

Setup, writing test cases from user stories, refactoring flaky tests, PR review, auto-documentation. With prompt examples.

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Tutorial8 min

From user story to Cypress test in 60 seconds

Step-by-step AI workflow. Prompt templates, common mistakes, how to validate that the test actually covers the scenario.

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Analysis10 min

AI vs manual tester: where is the line?

Where AI is strong (regression, structure), where you still need humans (exploratory, UX, accessibility), and how to measure ROI.

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Tools · Listicle9 min

5 AI tools every QA team must have in 2026

Claude Code, Cursor, Copilot Chat, mabl, Testim — comparison of use cases, pricing and integrations with Cypress/Playwright.

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Technical14 min

Flaky tests and AI: automatic classification in a second

What causes flakiness, how to build an ML classifier that distinguishes a real bug from a flake, and CI pipeline integration.

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Technical11 min

AI-powered test data generation — from fixtures to E2E scenarios

Synthetic data, GDPR-safe generation, schema-aware AI, multi-tenant patterns. Examples with the Claude API.

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Workflow10 min

QA code review with AI agents

Automated PR review focused on anti-flaky patterns, Page Object consistency and negative-scenario coverage.

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Performance12 min

AI-assisted performance testing with Locust

Modelling realistic user behaviour with AI, generating realistic load patterns, anomaly detection.

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Governance11 min

Ethics of AI in QA: GDPR, hallucinations, transparency

Protection of personal data with AI-assisted testing, hallucination risks and auditability requirements for regulated industries.

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Pricing models9 min

Why we don't bill hourly (and why it saves your budget)

The classic agency lets you pay hour by hour while the project 'isn't done'. Fixed price is a healthier model for both sides — and we know why.

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Vendor systems12 min

Testing software from a vendor? Why trusting them isn't enough

When an external team delivers a system, their QA reports are a conflict of interest. An independent test layer uncovers what they hide — and costs less than a single production incident.

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