Reliability
A retry budget is not a repair budget
A test that passes on its second attempt still failed once. Keep that fact visible, price the repeated work, and give every flaky test an owner.
QA team capacity
More coverage, same QA team: a technical AnyTest capacity plan
A measured adoption plan for QA engineers and their bosses, with a benchmark protocol and transparent ROI simulations for teams of one, two, three and five.
AI-generated editorial illustration.
Failure Analysis
Keep the failure evidence before you rerun
The final screenshot rarely tells you how a test arrived there. Preserve the sequence, network context and assertion before another run changes the scene.
Test Architecture
A separate browser is not a separate account
Browser contexts isolate cookies. They do not stop two tests changing the same server record. Give parallel writers distinct accounts and data.
Test Design
A green checkmark is not proof
AI agents can now write your end-to-end tests. They inherit the oldest bug in testing: asserting on what is easy to see instead of what must be true. The fix is an independent oracle.
Test Design
Your locator is a contract, not a coordinate
Generated tests love CSS paths and XPath. Those selectors describe where a button sat on the day the code was written, not what the button is. Here is the vocabulary that survives a redesign.
Security
An agent with a browser needs a fence
A script cannot be talked into anything. An agent can. When your QA automation reads web pages, every page becomes a potential instruction source, and OWASP has a name for the attack.
Strategy
What agentic QA actually saves, and what it costs
The honest ledger has three lines: authoring time you no longer spend, review time you now must spend, and repair time for the tests that rot. The savings are real when the first line beats the other two.