Use CasesguideOctober 27, 20258 min read

AI-Powered Accessibility Maintenance: Keeping Your Code Accessible Over Time

Learn how to maintain accessibility as your codebase evolves. AI-powered strategies for preventing accessibility regression and ensuring inclusive software.

Accessibility isn't a one-time checkbox - it's an ongoing practice. Just like any other aspect of code quality, accessibility can regress over time. Features get added, components get modified, and without attention, barriers creep back in. AI-powered tools like Devonair can catch these regressions automatically.

This guide covers accessibility maintenance - the practices and AI-driven automation that keep your software accessible as it evolves. Maintaining accessibility ensures all users can continue to use your product, not just those who were considered at launch.

Why Accessibility Regresses

Understanding how accessibility erodes.

The Regression Pattern

How accessibility gets lost:

Accessibility regression:
  - New feature added without a11y testing
  - Component modified, aria labels lost
  - Design changed, contrast broken
  - Refactor alters semantic structure

Each change is an opportunity for regression.

Why It Happens

Causes of regression:

Regression causes:
  - Accessibility not in definition of done
  - No automated testing
  - Knowledge gaps on team
  - Pressure to ship fast
  - "We'll fix it later"

Without explicit attention, accessibility suffers.

The Impact

Consequences of regression:

Regression impact:
  - Users can't complete tasks
  - Legal liability increases
  - SEO may suffer
  - Market segment excluded
  - Reputation damage

Regression has real consequences.

Building Accessible from the Start

Prevention is easier than remediation.

Accessible Component Library

Build on accessible foundations:

@devonair accessible components:
  - Components built accessibly
  - Tested for a11y
  - Easy to use correctly
  - Hard to use incorrectly

Good foundations prevent issues.

Semantic HTML

Use HTML correctly:

@devonair semantic HTML:
  - Correct element choices
  - Proper heading hierarchy
  - Form labels connected
  - ARIA when needed

Semantics provide accessibility free.

Design System Support

Design supports accessibility:

@devonair design accessibility:
  - Color contrast requirements
  - Focus state standards
  - Touch target sizes
  - Typography standards

Accessible design enables accessible code.

Keyboard Navigation

Everything keyboard accessible:

@devonair keyboard support:
  - All interactions keyboard accessible
  - Focus management correct
  - Skip links present
  - Keyboard traps prevented

Keyboard access is fundamental.

Automated Accessibility Testing

Catch issues automatically.

Static Analysis

Find issues in code:

@devonair static a11y analysis:
  - Missing alt text detection
  - Form label association
  - ARIA role validation
  - Semantic structure checking

Static analysis finds common issues.

Automated Testing

Test accessibility in tests:

@devonair automated a11y testing:
  - Accessibility testing in CI
  - Component-level testing
  - Page-level testing
  - Regression detection

AI-powered automated testing catches regression.

CI Integration

Block accessibility regression:

@devonair CI integration:
  - A11y tests in pipeline
  - Fail on a11y issues
  - Clear feedback
  - Required for merge

CI enforcement prevents regression.

Limitations

Know what automation catches:

Automation limitations:
  - Can't catch everything
  - ~30% of issues detectable
  - Manual testing still needed
  - False positives possible

Automation is necessary but not sufficient.

Manual Accessibility Testing

Human testing catches what automation misses.

Keyboard Testing

Test with keyboard only:

Manual keyboard testing:
  - Tab through interface
  - Verify focus visible
  - Verify all actions possible
  - Check focus order logical

Keyboard testing is essential.

Screen Reader Testing

Test with screen readers:

Manual screen reader testing:
  - Test with common screen readers
  - Verify content announced correctly
  - Verify navigation works
  - Verify forms usable

Screen readers reveal hidden issues.

Regular Audit Cadence

Schedule manual testing:

@devonair audit cadence:
  - Major features: Before launch
  - Quarterly: Full audit
  - Monthly: Spot checks
  - Continuous: User feedback

Regular audits catch what's missed.

User Testing

Real users find real issues:

User testing:
  - Include users with disabilities
  - Real usage scenarios
  - Diverse assistive technologies
  - Feedback incorporated

User testing is the gold standard.

Accessibility in Development Workflow

Making accessibility part of normal work.

Definition of Done

Accessibility in completion:

@devonair definition of done:
  - A11y requirements defined
  - Automated tests pass
  - Keyboard testing complete
  - Basic screen reader check

Done means accessible.

PR Review for Accessibility

Review includes accessibility:

@devonair PR review:
  - A11y checklist in review
  - Semantic structure reviewed
  - ARIA usage validated
  - Focus management checked

Review catches accessibility issues.

Design Review

Catch issues in design:

@devonair design review:
  - Contrast checking
  - Focus state design
  - Touch targets
  - Content structure

Early design review prevents code issues.

Developer Tooling

Tools that help developers:

@devonair developer tools:
  - Browser extensions
  - Editor plugins
  - Local testing tools
  - Quick feedback

Tooling enables developers.

Managing Accessibility Debt

When accessibility issues accumulate.

Accessibility Backlog

Track accessibility issues:

@devonair a11y backlog:
  - Issues documented
  - Severity assessed
  - Impact understood
  - Prioritized for fixing

Visibility enables progress.

Prioritization

Fix most impactful first:

@devonair a11y prioritization:
  - User impact severity
  - Usage frequency
  - Legal risk
  - Fix effort

Prioritize by impact.

Remediation Approach

Fixing existing issues:

@devonair remediation:
  - Address during related work
  - Dedicated a11y sprints
  - Gradual improvement
  - Track progress

Remediate strategically.

Prevention Focus

Stop new issues:

@devonair prevention:
  - Better testing
  - Training
  - Process improvements
  - Foundation fixes

Prevention beats remediation.

Team Knowledge

Building accessibility capability.

Accessibility Training

Team knows accessibility:

Accessibility training:
  - Basic a11y understanding
  - WCAG guidelines
  - Testing techniques
  - Common patterns

Training enables action.

Champions

Accessibility expertise:

Accessibility champions:
  - Team a11y experts
  - Point of contact
  - Review support
  - Knowledge sharing

Champions spread knowledge.

Documentation

Accessibility guidance:

@devonair a11y documentation:
  - Team a11y standards
  - Pattern library
  - Testing procedures
  - Resources

Documentation enables consistency.

Continuous Learning

Accessibility evolves:

Continuous learning:
  - Stay current with standards
  - Learn from user feedback
  - Share learnings
  - Improve practices

Keep learning.

Monitoring and Metrics

Track accessibility over time.

Accessibility Metrics

What to measure:

@devonair a11y metrics:
  - Issues detected in CI
  - Audit findings over time
  - Issue resolution rate
  - Coverage of testing

Metrics show progress.

Trend Tracking

Direction matters:

@devonair trend tracking:
  - Improving or regressing?
  - New issues introduced?
  - Old issues resolved?
  - Coverage increasing?

Trends show trajectory.

User Feedback

Users report issues:

@devonair user feedback:
  - Feedback mechanism exists
  - Users can report issues
  - Feedback tracked
  - Issues addressed

User feedback is valuable signal.

Getting Started

Begin accessibility maintenance.

Establish baseline:

@devonair establish baseline:
  - Current a11y state
  - Known issues documented
  - Testing gaps identified
  - Goals set

Start with understanding.

Enable automation:

@devonair enable automation:
  - Add a11y testing to CI
  - Configure linting
  - Establish thresholds
  - Block regressions

AI automation catches issues.

Build into workflow:

@devonair workflow integration:
  - A11y in definition of done
  - A11y in code review
  - Regular audits scheduled
  - User testing planned

Integration ensures attention.

Invest in team:

@devonair team investment:
  - Training provided
  - Champions identified
  - Resources available
  - Culture supportive

Team capability enables quality.

Accessibility maintenance ensures your software remains usable by everyone. By building on accessible foundations, testing continuously, and making accessibility part of your development workflow, you prevent regression and maintain an inclusive product.


FAQ

How much can automated testing catch?

AI-powered tools catch roughly 30% of accessibility issues. They're essential for catching regressions but insufficient alone. Manual testing - especially keyboard and screen reader testing - catches what automation misses.

What's the minimum accessibility testing we should do?

At minimum: automated testing in CI, keyboard testing of new features, and quarterly manual audits. More is better, but this baseline catches major issues and prevents obvious regressions.

How do we handle legacy code with accessibility issues?

Document the issues. Prioritize by impact. Fix during related work. Consider dedicated remediation for critical issues. Focus on preventing new issues while gradually addressing old ones.

How do we get buy-in for accessibility work?

Connect to business value - legal compliance, market reach, SEO benefits, user satisfaction. Accessibility benefits many users, not just those using assistive technology. Frame as quality, not charity.