Resources

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

Choosing Your Shiplight AI Starting Point: MCP Server, Shiplight Cloud, or the AI SDK?
AI is changing how software gets built. Teams are shipping more UI changes, more frequently, often with AI coding agents writing and iterating on code at a pace that traditional QA workflows were never designed to match.
From Natural Language to Release Gates: A Practical Guide to E2E Testing with Shiplight AI
End-to-end testing has always lived in a frustrating middle ground. It is the closest thing we have to validating real user journeys, yet it often becomes the noisiest signal in CI. Tests break when the UI shifts. Suites become slow. Failures are hard to triage, so teams rerun jobs until they “go gr