Conf42 Machine Learning 2025 - Online

- premiere 5PM GMT

Beyond Barriers: AI-Powered Cognitive Support Systems Reshaping Digital Accessibility

Video size:

Abstract

Discover how AI is revolutionizing accessibility through adaptive voice, color, and screen technologies. See real implementations that slash support requests while boosting task completion for users with cognitive disabilities. The future of inclusive tech is here—where AI bridges gaps humans can’t.

Summary

Transcript

This transcript was autogenerated. To make changes, submit a PR.
Greetings to 100 presenter today in today's software world, data mapping and transformation plays a critical role to illustrate this, imagine two servers, one can understand w English and the other W Spanish. For them to communicate successfully, there need to be a mechanism or system in place that can translate the data from one language to the other, ensuring that each server can understand process and respond appropriately. Now, imagine if this mechanism was cognitive functioning like a digital human brain, such a system would not. Just translate. It would understand contest, intent, and adapt dynamically, much like a person would, a conversation. This concept can be extended to support human with disabilities, such as those with hearing impairments where the system could convert speech into text in real time. Individuals with. Visual impairments where visual data could be transformed into audio descriptions. People with colorblindness where colors can be translated into patterns, labels, or other sensory cue, a cognitive system, enhance this. Even further by learning users preferences, recognizing patterns, and delivering information in a personalized, accessible, and meaningful way. Just like the servers that overcome language barriers, through smart transformation, cognitive systems can bridge the accessibility gap, making technology more inclusive for everyone. In today's presentation, I'm going to discuss about beyond barrier AI powered cognitive support system reshaping digital accessibility, revealing how artificial intelligence is transforming digital accessibility through sum smart adaptive technologies that work across multiple modalities. By the way, I am Esna. I work as a software engineer at MSR Cosmos, serving multiple clients across the United States with specialization in various domains such as tax, health insurance, and payroll. Now, let me step into my presentation. The accessibility imperative growing demand organizations are rapidly integrating digital accessibility as a core requirement in their development life cycles rather than an after talk. More innovations required while screen readers and keyboard navigation have matured. Cognitive accessibility tools remain underdeveloped and insufficient for diverse user needs. Universal benefits. Implementing accessible design principles creates clear interactions, simplified navigation and usability that benefits every user regardless of ability. Voice interaction, breakthrough natural language processing, transformative communication support, enabling users with cognitive disability to navigate digital interface through IQ two. Voice commands improved outcomes. Significant increase in successful task completion rates while reducing dependency on external learning assistance and support adaptive learning, sophisticated AI system. Continuously refined performance by analyzing interaction patterns during real world usage, creating personalized accessibility experience, exceptional accuracy. Purpose built voice reorganization technology calibrated specifically for diverse cognitive needs, including speech variation and alternative communication pattern color optimization systems. Reduced vis fat. Clinical studies confirm a 47% decrease in eye strain during extended screen usage, particularly beneficial for users who requires prolonged digital engagement, rapid personalization, sophisticated algorithms. Build comprehensive user profiles within two to three interactive sessions. Continuously refining settings has usage pattern evolve. CNN based processing, advance convolutional neural networks analysis and adapt to individual color perception patterns with unprecedented accuracy and efficiency. Enhance accessibility. Revolutionary color mapping technique. Deliver transformative experience for users. With opia and other color vision deficiencies. Adaptive layout technologies, responsive interfaces, dynamic layout, intelligently adapt based on individual cognitive patterns, learning preferences and interaction history to create personalized experience, navigation efficiency interface navigation time reduced by up to 47% for users. With cognitive differences dynamically improving digital accessibility and engagement, task completion, successful task completion rates increased by 68% across all cognitive ability levels, eliminating traditional digital barriers. Through intelligent design support reduction interface related support, tickets decreased by 73%. Freeing resource, while empowering user with greater independence and digital confidence. Educational impact content retention. Educational applications, leveraging AI powered cognitive support systems demonstrate remarkable improvement in information retention rates. Students with cognitive disabilities exhibits the 32% increase in recall proficiencies during assessment evaluation. Engagement levels. Adaptive content intelligently calibrated to individual learning profile. Significantly boost students' engagement metrics, interactive sessions, so increased the duration while simultaneously reducing frustration indicators across diverse cognitive processing patterns. Independent learning. The technology substantially reduce dependency on direct instructure intervention. Self-directed educational exploration becomes increasingly accessible, empowering learners across the entire cognitive ability spectrum to progress at personalized optimal rates. Implementation metrics. Task completion, about 42% substantial increase in successful task completion rates for users with cognitive disabilities, enabling greater digital independence support production. 68% dramatic decrease in accessibility related support tickets. Freeing resource while enhancing overall user experience, user satisfaction, it tripled positive feedback metrics across diverse user groups demonstrating significant improvement on overall accessibility experience. The unified approach to accessibility, inclusive digital environments, creating technology that empower user across all cognitive and physical ability, spectrum enhanced user interaction, seamlessly intuitive experience that adapt to individual cognitive processing pattern. Reduced support, diff dependencies, self-optimizing system that significantly decrease reliance on external assistance, AI driven personalization, machine learning algorithms that continuously evolve to match individual user needs. Case study. Healthcare portal the challenge. A major regional healthcare system struggled with low patient portal adoption rates. Users with cognitive disability encountered frustrating navigating navigation barriers and overwhelming information density, preventing essential healthcare management. Yay, implementation. The solution, integrated advanced voice interaction contacts ava adaptive layout and personalized color optimization systems. The AI continuously learned from individual user patterns to simplify interfaces and prioritize relevant information. This is portal engagement, serves 89% among users with cognitive disabilities support request plummeted by 64% while medication adherence improved by 27 person through enhanced information, accessibility and comprehension. Implementation roadmap assessment. Contact comprehensive analysis of existing accessibility barriers and diverse user requirements. Pinpoint strategic opportunity for AI enhancement with maximum impact. Technology selection, identify and prioritize solution, specifically tailored to cognitive accessibility needs, strategic incorporate voice interaction, color optimization, and adaptive layout technologies, integration and testing. Implement solution with continuous involvement from user with varying cognitive abilities, leveraging real world feedback to refine and optimize functionality. Deployment and evolution rollout solutions with robust performance monitoring frameworks, enabling AI system to continuously learn and adapt based on authentic user interaction patterns. Creating truly inclusive digital experience access, diverse need. Conduct comprehensive research to identify specific cognitive and accessibility requirements. Implement smart solutions, integrate yay powered adaptive technologies that respond to individual user pattern. Transform accessibility, deliver barrier, free digital experience that empowers users across all ability spectrums.
...

Vignesh Kuppa Amarnath

Software Engineer @ MSRcosmos

Vignesh Kuppa Amarnath's LinkedIn account



Join the community!

Learn for free, join the best tech learning community for a price of a pumpkin latte.

Annual
Monthly
Newsletter
$ 0 /mo

Event notifications, weekly newsletter

Delayed access to all content

Immediate access to Keynotes & Panels

Community
$ 8.34 /mo

Immediate access to all content

Courses, quizes & certificates

Community chats

Join the community (7 day free trial)