Pluro AI Insight supports an AI-assisted accessibility remediation workflow. The purpose is to help developers and accessibility practitioners prepare fixes more efficiently while retaining human oversight.
How suggestions are handled
The existing Pluro documentation describes three classes of outcomes: Safe Auto-Fix, Needs Review, and Manual Fix Required. These are workflow categories; they are not proof that a generated fix is correct for every page.
- Safe Auto-Fix: proposed remediation categorized for a lower-risk workflow; still verify the result.
- Needs Review: a developer or accessibility specialist should inspect and decide how to proceed.
- Manual Fix Required: the issue needs a change that cannot be reliably resolved by an automatic suggestion.
Recommended review process
- Review the underlying finding and page context.
- Inspect the AI suggestion, including any JavaScript, CSS, or markup assumptions.
- Edit or reject suggestions that change meaning, interaction, or application behavior.
- Test approved work in a suitable environment.
- Verify with rescanning and targeted manual tests.
Bring Your Own Key
The existing article documents a BYOK approach. Confirm the currently supported providers, configuration steps, and data-handling terms in MyPluro before configuring production credentials. Never publish API keys in documentation or screenshots.
Read the existing AI Insight overview.
Product verification before publication: Verify actual UI actions, classification behavior, provider settings, and what content is sent to external AI services.