Common questions
Can accessibility automation replace manual testing?
No. Automated scans catch a fraction of issues — often under half of WCAG failures. They miss keyboard flows, focus order, and whether real users can complete tasks.
What do axe and Lighthouse not catch well?
Wrong control type, poor labels in context, confusing focus order, inadequate error recovery, and content that is technically valid but unusable with assistive technology.
What should run in CI versus before release?
Run automated checks in CI as a gate on regressions, then add keyboard, screen reader, and assistive technology passes before release on critical journeys.