I'm Always a Little Skeptical of It: Verification Practices of Blind Users When Working with Generative AI in Spreadsheets
Minoli Perera, Swamy Ananthanarayan, Cagatay Goncu, Kim Marriott
Abstract
Generative AI (GenAI) tools are increasingly used for spreadsheet tasks, yet little is known about how blind users verify their outputs in accuracy-critical contexts. We conducted a study with 12 blind spreadsheet users to explore verification practices across tasks such as information extraction, formula generation, trend analysis, chart creation, and formatting. Participants never fully trusted outputs without verification and employed diverse strategies, including manual checks with screen reader and spreadsheet features, same AI-assisted verification, cross-AI tool validation, leveraging prior knowledge, and human assistance. These approaches were adapted based on task context, perceived risk, and users’ expertise. Errors were common, particularly in chart generation and formatting, some detected, others overlooked. While verification improved confidence, it was often effortful, time-consuming, or infeasible for visual tasks. We discuss how blind users utilize GenAI not only as a task performer but also as a verification aid and validator, highlighting design opportunities for more accessible and reliable spreadsheet use.
Ask about this paper
Ask your agent about it.
Lune has read the top-tier papers around this one, so every answer names the papers it rests on.
Your agent calls
Lunesearch_papers
Free to start. No credit card required.
Terminal
Install the CLIlune papers get c3e91e48-76c5-4bfc-9bf4-e250d765b815Related papers
- The Sky is the Limit: Understanding How Generative AI can Enhance Screen Reader Users' Experience with Productivity ApplicationsMinoli Perera, Swamy Ananthanarayan, Cagatay Goncu, Kim MarriottCHI 2025 · 12 citations
- Everyday Uncertainty: How Blind People Use GenAI Tools for Information AccessXinru Tang, Ali Abdolrahmani, Darren Gergle, Anne Marie PiperCHI 2025 · 26 citations
- Visual Cues for Data Analysis Features Amplify Challenges for Blind Spreadsheet UsersMinoli Perera, Bongshin Lee, Eun Kyoung Choe, Kim MarriottCHI 2024 · 3 citations
- "Game Changer" or "Overenthusiastic Drunk Acquaintance"? Generative AI Use by Blind and Low Vision Software Professionals in the WorkplaceYoonha Cha, Victoria Jackson, Lauren Shu, Stacy Branham et al.ICSE 2026
- Finding the Signal in the Noise: An Exploratory Study on Assessing the Effectiveness of AI and Accessibility Forums for Blind Users' Support NeedsSatwik Ram Kodandaram, Jiawei Zhou, Xiaojun Bi, I. V. Ramakrishnan et al.CHI 2026 · 1 citation
