MCP vs API: What It Changes for Test Automation
MCP vs API; MCP doesn't replace your REST API - it wraps it. Here's what that changes when an AI agent runs, reads, and repairs your regression suite.
Dominik Szahidewicz
•September 8, 2026All about test automation & software testing
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10 AI Tools for Testing in 2026: Real-World Guide
What does AI for QA actually look like on a team without dedicated QA? Check our curated list of 10 best ai tools for testing in 2026.
Dominik Szahidewicz
•September 8, 2026
Generative AI in Software Testing: What Actually Changed
Generating tests got cheap. Deciding what to keep, running it, and maintaining it didn't. An honest look at generative AI in software testing.
Dominik Szahidewicz
•September 8, 2026
How to Use MCP for Test Automation: Practical Workflows
Learn how to use MCP for test automation to plan, create, run, debug, repair, and review regression tests directly from your AI coding agent.
Dominik Szahidewicz
•September 8, 2026
Vendor Lock-In in Test Automation: Do You Own Your Tests?
Cancel your testing tool tomorrow — what do you take? Three levels of test ownership, and where no-code tools (including ours) stop short.
Dominik Szahidewicz
•September 8, 2026
AI Test Case Generation: How to Review & Automate
AI can generate 100 test cases in seconds. Deciding which to keep, making them run, and maintaining them is the real work. Here's the workflow.
Dominik Szahidewicz
•September 8, 2026
Perfecto Alternatives: 6 That Work
Perfecto alternatives ranked by why you're leaving — cost, device queues, or scripts nobody maintains. Swapping device clouds fixes the wrong problem.
Dominik Szahidewicz
•August 31, 2026
5 MuukTest Alternatives, Honestly Ranked
MuukTest runs ~$7,000/mo. We compared 5 alternatives on price, portability and one question none of them want you to ask: who owns your tests?
Paweł Bylina
•August 27, 2026
Applitools Alternatives: 6 Best Tools for 2026
Most Applitools alternatives lists name functional tools. Here are 6 real visual regression options, priced, plus when to stay put.
Dominik Szahidewicz
•August 27, 2026
Test Automation for Beginners: Don't Start With Login
Most first test suites die in six weeks — and it's rarely the tool. Here's what to automate first, what to skip, and who has to own it afterwards.
Dominik Szahidewicz
•August 26, 2026
How to Reduce Test Maintenance Overhead
Test maintenance isn't a selector problem. Data from 31 accounts and PMF survey on what separates suites that survive from suites that get muted.
Dominik Szahidewicz
•August 26, 2026
Software Testing Life Cycle (STLC): 6 Phases Explained
The six-phase STLC is a teaching model, not an ISTQB standard. See both side by side.
Bartek Krzyzanowski
•August 25, 2026