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Nearly a third of AI chatbot replies to voting questions inaccurate, outdated: Study

Researchers found 29% of chatbot answers were incomplete, inaccurate or outdated, with Spanish prompts producing worse results across all six models.

  • Institute for Strategic Dialogue researchers tested six leading AI chatbots—Meta, xAI, DeepSeek, OpenAI, Anthropic, and Google—analyzing 2,400 responses across 10 contested states to assess voting information accuracy.
  • Though only a small proportion of American voters knowingly use AI chatbots for election information, roughly 25 percent use them daily and 60 percent read AI-generated search summaries, prompting concerns as reliance is expected to grow in coming years.
  • Election procedures vary by state and county and change between cycles, while the 10 states tested were selected for recent process changes, ongoing litigation, and documented controversies. Prior research showed adversarial actors exploit chatbots through data voids.
  • Researchers evaluated responses on accuracy and timeliness, handling of contested claims, source authority, and Spanish-language performance, revealing performance gaps as journalists, election officials, and campaigns increasingly rely on AI for election-related research.
  • With voter adoption of chatbots projected to rise while these systems struggle with complex, localized election procedures, the study underscores urgent need for reliability standards as LLMs become primary fact-checking tools on social media.
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Nearly a third of AI chatbot replies to voting questions inaccurate, outdated: Study

A study found nearly one-third of AI chatbot replies on election processes were inaccurate or outdated, with performance dropping in Spanish.

·Washington, United States
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NBC News broke the news in New York, United States on Thursday, September 3, 2026.
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