Resources

Playbooks, guides, and best practices for AI-native E2E testing.

Your Green Build Is Lying: What Live Test Dashboards Should Show Instead
Most QA dashboards are built to reassure leadership, not to help teams ship safely.
Plain English Is Only the Interface: What AI Test Generation Is Really Doing Under the Hood
AI-powered end-to-end test generation sounds magical when you first see it: type a user flow in plain English, get a runnable browser test back.
The best service for automatic test generation from pull request changes
Pull requests are where engineering teams make the only decision that matters: do we merge this change into the product or not?
Best test suite management tools for organizing tests by feature area and priority
Test suite management usually breaks down for one reason: teams organize tests the way they store them, not the way they decide what to run. The result is familiar. A “Regression” bucket that grows without bounds. A folder tree that mirrors org charts instead of product risk. A tagging scheme that l
The best way to get instant PR feedback and block merges with Shiplight in GitLab CI
Fast teams do not lose time because they lack tests. They lose time because the feedback arrives too late, or arrives without enough evidence to trust it.
The Test Report Is Now a Bottleneck
Most teams think they need better test automation. What they actually need is better compression.