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CybersecurityLogical SecurityGovernment: Federal, State and Local

How AI Chatbots Could Shape Voter Information Ahead of Midterm Elections

By Tiffany Shogren
Mail election ballots
Tiffany Tertipes via Unsplash
October 21, 2026

AI has become part of the daily routine in many workplaces. We use it to draft, summarize and analyze information, and companies are investing heavily in helping employees use it well. Overall, that is a positive development.

The catch is that the habits we build at work do not stay at work. They follow us home, where the stakes and safeguards can look very different.

In a workplace, AI-generated content may pass through reviewers, security controls and people who are accountable for the outcome. At home, someone can ask a chatbot a question and receive a polished, confident answer with no one checking the work. That gap matters, especially when the question concerns an election.

AI Chatbots and the Spread of Election Information

With the midterm elections approaching, that gap deserves more attention.

Election years have always attracted influence operations. AI has given those efforts a new route. Large language models learn from information available on the internet, and bad actors know it. Fabricated articles, synthetic quotes, deepfake audio and networks of fake “local” news sites can be produced at scale. If that material enters the information ecosystem, a chatbot may retrieve it, repeat it or present it as fact. A voter asking a straightforward question about a candidate could receive an answer built on manipulated, misleading or inaccurate information.

The risk is greater in local races and ballot initiatives, where dependable coverage may be limited. When fewer authoritative sources are available, incorrect or manipulated content has more room to shape what voters see. A chatbot might misstate what a ballot measure would do, mix up candidates or assign a position that a candidate never held.

There is another challenge as well: AI tools can sometimes reinforce the assumptions behind a user's question instead of challenging it. Ask a leading question, and the answer may mirror the assumption built into it rather than offer a balanced assessment. For someone researching an unfamiliar candidate or ballot issue, that can make reliable information harder to separate from misinformation.

That does not mean voters should stop using AI. A chatbot can help translate dense legal language, explain what an unfamiliar public office does or suggest questions to research. It just should not get the final word. Security professionals know how to treat an unverified source: as a lead, not a conclusion.

Four Ways to Verify Election Information

If AI is part of your election research, verification needs to be part of the process. Do not stop at the first answer. Check the source, compare it with other credible information and make sure you understand the issue before you vote.

Four practical checks can help: 

  1. Start with your county election office. Use the official sample ballot to confirm the candidates and measures that will actually appear on your ballot.
  2. Check candidates’ websites and public records. Compare what candidates say with their votes, actions and other public records instead of relying on a chatbot’s summary.
  3. Compare credible, nonpartisan sources. Voter guides and informed people in your community can add context, particularly for local issues that receive little news coverage.
  4. Listen to candidates answer questions directly. Town halls, debates and public Q&As can reveal context and nuance that an AI-generated response may leave out.

AI is already changing how people find and interpret information, including the information behind important civic decisions. As these tools become part of everyday life, the responsibility to question and verify their answers becomes more important, not less.

Verification is what keeps a useful tool from making the decision for us.

KEYWORDS: artificial intelligence (AI) Artificial Intelligence (AI) Security election cybersecurity election fraud election security

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Tiffany shogren headshot

Tiffany Shogren is Senior Director of AI Modernization at Optiv. Image courtesy of Shogren

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