We compare six AI test automation platforms - Testim, Mabl, testRigor, Rainforest QA, Functionize, and Test-Lab.ai - by features, real pricing, ease of use, and who they're actually built for.
Teams spend 60-80% of their automation effort on test maintenance. Self-healing tests fix themselves when the UI changes. Here's how they work, what actually helps, and what's still hype.
Our AI analyzer reviews your test plans, suggests splits into smaller focused tests, and builds pipelines for you - saving 30-50% on average.
Claude Code paired with the Chrome extension creates a tight build-test-verify loop for local development. Here's how it works, what it costs, and where it falls short.
Chrome's new DevTools MCP autoConnect changes local debugging handoff. Here's how it compares to Playwright MCP and Playwright CLI for reliability, speed, and CI fit.
Run login, setup, and verification as a single pipeline. Pre-steps share cookies and session state across sequential test plans - no repeated logins.
AI coding agents are great at generating code. But E2E browser testing is a different challenge. We break down what works, what doesn't, and why most models struggle.
41% of code is now AI-generated. Most of it ships without real testing. Here's why the testing gap is the biggest risk in vibe coding - and what to do about it.
We spent weeks building production features with three AI coding setups in Cursor. Here's what actually happened with quality, speed, cost, and daily usability.
We integrated Paddle Billing into our Next.js app on Cloudflare Workers. Here's every gotcha, error, and fix we hit along the way.