A repeatable way to combine automated evidence, focused human review, and component-level grouping without pretending a sample is a full audit.
An automated accessibility scan is useful evidence. It is not yet a remediation
backlog.
Raw results tend to mix repeated component defects, isolated page issues, and items
that still require human judgement. Teams can then end up estimating a number of rule
instances instead of the work needed to improve the product.
A practical 7-step workflow to audit a website against WCAG 2.2 — combining automated scanning with the manual checks tools…
The problem Every time I found an accessibility issue in a PR review, the same thing happened: tab...
Automated accessibility testing usually means one thing: point a scanner at the page, let it check...
The pattern that pushed me to build this: I'd fix an accessibility issue, ship, and a few deploys...
We added reveals to our accessibility SaaS landing. They used opacity. Under prefers-reduced-motion, the opacity stayed at zero —…
AI automation and RAG projects usually do not fail because the demo is impossible. They fail because...
