What is Behavioral Noise Analysis?
Learn about the innovative science behind Aberio's detection method that identifies real user struggles through behavioral patterns.
Read Article →The accessibility testing tool designed for advocates and government workers who need evidence to drive meaningful improvements aligned with WCAG 3.0, ADA Subpart H, and effective communication standards.
Add the button below to your bookmarks bar to start testing any page instantly. See instructions below for accessible installation methods.
Traditional scanners only check code. Aberio instruments show you where behavioral noise occurs during actual user interactions. You find potential barriers through patterns like keyboard gravity, focus struggles, and unexpected page changes.
Generate comprehensive reports with objective, scientific data. Our confidence scoring maps directly to ADA "readily accessible" principles, giving you the evidence you need to push for change.
Complete page testing in 90 seconds. Automated heat maps highlight problem areas. Generated .js files include confidence scores that project where improvements may be needed based on behavioral noise patterns.
All testing happens locally in your browser. No data collection. No external servers. No vendor lock-in. Your testing data stays yours.
Aligned with WCAG 3.0 confidence methodologies and ADA Subpart H effective communication principles. Aberio shows where noise and confidence scores drop, indicating where users may experience barriers—helping you understand potential usability, readability, and functional accessibility issues.
Export .js files to share with developers and stakeholders. Collect behavioral noise metrics that indicate potential barriers to effective communication. Create artifacts IT can understand and use to guide remediation efforts.
Add the bookmarklet and start capturing. Interact naturally with any website for about 90 seconds.
As you interact, Aberio's instruments highlight components with color-coded heat maps showing where behavioral noise is occurring.
Click highlighted areas to review detected signals and see confidence scores (0-100%) that indicate potential barrier strength, aligning with WCAG 3.0 confidence methodologies.
Generate JavaScript fix scripts with inline WCAG references, confidence scores, and detailed implementation guidance for each detected barrier.
From detection to fix script generation—here's how Aberio turns behavioral noise into actionable accessibility improvements in 90 seconds.
Aberio captures real-time user interaction patterns as you navigate the page, detecting behavioral noise across 6 signal types: WCAG violations, system noise (unexpected changes), keyboard gravity (navigation struggles), pointer gravity (click issues), ungated navigation (unexpected page changes), and keyboard activation problems.
After the 90-second test completes, Aberio processes results and opens a dialog showing your comprehensive test report with confidence scores and detected barriers. Review the findings and download the report, then click 'Continue to Results' to select issues to fix.
Review detected barriers with confidence scores. Select components for the Script Builder to generate targeted accessibility fixes with detailed implementation guidance.
Aberio asks for missing information (like alt text or button labels) through a simple wizard, then generates a .js fix script your developers can review and apply. You can even test fixes live using retest mode to compare before/after results.
Download the .js report file and share it with your development team and stakeholders. Each report includes WCAG references, confidence scores, and implementation guidance for the team to review and address.
Aberio is a powerful tool, but it's not a complete accessibility solution. Here's what you need to know:
Aberio detects behavioral patterns that suggest barriers, but it cannot replace testing with real disabled users. Automated tools—including Aberio—miss context, cultural factors, and nuanced experiences only humans can provide. Always validate findings with actual disabled testers.
Aberio helps you identify barriers and gather evidence, but it doesn't certify compliance. Legal compliance requires comprehensive auditing, manual testing, assistive technology validation, and expert review. Use Aberio as one tool in your accessibility toolkit, not the only one.
Aberio focuses on interaction barriers and perceivable issues (keyboard navigation, focus management, contrast, etc.). It has limited ability to detect cognitive barriers like complex language, confusing layouts, or overwhelming information density. Cognitive accessibility requires human judgment and user testing.
A robust accessibility workflow includes screen reader testing, keyboard testing, automated scanners, manual code review, user research, and Aberio. No single tool finds everything. Use Aberio alongside other methods for comprehensive accessibility.
Use Aberio to find potential barriers quickly, then validate with real users, manual testing, and expert review. Think of Aberio as a flashlight that highlights problem areas—but you still need to inspect those areas carefully with other tools and human insight.
Learn to use Aberio professionally with our comprehensive $49/year certification training. Master behavioral testing, WCAG 3.0 functional outcomes, ADA Subpart H effective communication standards, advocacy strategies, and AI-powered reporting in this 20-hour course designed for government workers and accessibility advocates.
View Certification Training →Need Enterprise Options?
Learn more about partners that support Aberio scripts. Request Enterprise Information
Explore the technical methodology behind Aberio's 6-signal behavioral noise detection system and confidence scoring. Learn critical path testing strategies and evidence-based barrier removal aligned with ADA Subpart H requirements. Finally, discover how this entire approach connects to WCAG 3.0's outcome-based framework for effective communication and functional accessibility.
Learn about the innovative science behind Aberio's detection method that identifies real user struggles through behavioral patterns.
Read Article →Discover why code-only scanners can't detect many real accessibility barriers and how behavioral analysis fills this gap.
Read Article →Explore how the ADA's "readily accessible" standard applies to digital accessibility and what it means for compliance.
Read Article →Explore the legal framework underlying digital accessibility and why barrier removal on critical paths meets ADA requirements.
Read Article →Understand Signal Gk and how Aberio measures keyboard gravity through ping-pong patterns, dwell time, and refocus attempts.
Read Article →Discover why 90 seconds is scientifically optimal for detecting accessibility barriers without creating testing fatigue.
Read Article →Learn how Aberio's real-time heat map visualization uses color indicators to reveal accessibility barriers during testing.
Read Article →Understand how Aberio's 0-100% confidence scores quantify the strength of behavioral evidence for potential barriers.
Read Article →Discover how Aberio detects dangerous barrier combinations and applies graduated penalties when multiple barriers compound user struggles.
Read Article →Learn how Aberio's supervised learning system adapts signal weights based on your feedback to improve accuracy for your specific context.
Read Article →Learn why focusing on critical communication paths aligns with ADA principles of effective communication and barrier removal.
Read Article →Understand how to translate behavioral noise detection into prioritized barrier removal decisions on critical paths.
Read Article →How Aberio's 6-signal behavioral noise detection framework aligns with WCAG 3.0's outcome-based approach to accessibility standards.
Read Article →How Aberio measures whether users can perceive content regardless of sensory abilities by detecting contrast, alt text, and DOM stability issues.
Read Article →Measuring interface interaction success by detecting keyboard traps, navigation struggles, and interaction barriers across all input methods.
Read Article →Assessing content clarity through WCAG violation detection and labeling analysis to ensure instructions and content are comprehensible.
Read Article →Testing assistive technology compatibility by detecting ARIA errors, semantic HTML violations, and DOM instability that breaks AT communication.
Read Article →Detecting interface consistency by measuring unexpected context changes, navigation inconsistencies, and behavioral confusion patterns.
Read Article →Validating user goal completion by synthesizing all signals to measure whether users can successfully complete intended tasks.
Read Article →