Resources

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

Test Authoring Methods Compared: 5 Ways Automated Tests Are Written in 2026
From record-and-playback to AI-generated tests from specs, five distinct methods dominate test authoring in 2026. Here's how each works, where each wins, and how to pick the right one for your team.
How Many End-to-End Tests Do You Actually Need?
Most teams do not have an end-to-end testing problem. They have a scope problem.
The Pull Request Is the Best Place to Decide What to Test
Most teams generate tests too late.
How Self-Healing Tests Work with Shiplight AI Fixer for Dynamic UIs
Modern UIs are built to change. Teams ship component refactors, redesign navigation, swap component libraries, and roll out experiments behind feature flags. The product improves, but end-to-end tests often get worse.
The Best Way to Debug Failing Tests with the Shiplight Desktop Standalone App
When an end-to-end test fails, the slow part is rarely the fix. The slow part is *getting to the truth*: what the user experienced, what the browser actually rendered, what the app requested over the network, and what your test thought it was doing at that moment.
The AI QA Services That Actually Matter Before You Buy Anything
When teams search for an AI QA platform, they usually start with the wrong question. They ask whether the tool can generate tests. That is table stakes. The better question is this: **what services do you need around test generation so the suite still works three months later, across pull requests,