US campaigns tailor messages to sway AI chatbots that voters use
Documents seen by Reuters show US candidates and consultants working to shape what chatbots such as ChatGPT, Claude and Gemini say about candidates, including a pitch for Massachusetts Republican Mike Minogue. Experts warn about misinformation, while one tool provider says chatbots have so far screened out unreliable material.
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The story, neutrally told
Mixed · 2US political candidates have been engineering their campaign messages to appeal to the AI chatbots that more voters use to answer questions about issues, according to documents seen by Reuters. CNAN “US political candidates have been engineering their campaign messages to appeal to the AI chatbots that more voters have been using to answer questions about i” Read at CNA ↗ The IndependentLC “Documents seen by Reuters have revealed some of their strategies.” Read at The Independent ↗ Mixed · 2One PowerPoint presentation set out a strategy for Mike Minogue, the Republican challenger to Massachusetts Governor Maura Healey, aiming to convince ChatGPT, Claude, Gemini and other chatbots to present him as the preferred choice on key issues, going well beyond the search-engine optimization candidates have used for years. CNAN “It aimed to convince ChatGPT, Claude, Gemini and other chatbots to present him as the preferred choice on key issues” Read at CNA ↗ The IndependentLC “The approach went well beyond the traditional search-engine optimization that candidates have used for years.” Read at The Independent ↗ Mixed · 2The deck describes generative engine optimization (GEO), the AI-era successor to SEO. It proposes buying placements on high-authority websites that AI models already cite, producing YouTube and Reddit content, and publishing issue pages built to be picked up by chatbots. CNAN “It says the firm would buy placements on high-authority websites that AI models already cite.” Read at CNA ↗ The IndependentLC “It would also produce YouTube and Reddit content and publish issue pages built to be picked up by chatbots.” Read at The Independent ↗
Mixed · 2It also proposed creating hundreds of AI-friendly policy pages and citations, tracking how major chatbots answer political questions, and systematically altering content until the answers reflect the candidate's platform. CNAN “systematically alter content until the answers reflect the candidate's platform” Read at CNA ↗ The IndependentLC “create hundreds of AI-friendly policy pages and citations across the websites frequently cited by AI chatbots” Read at The Independent ↗ Mixed · 2The pitch says campaigns must now compete to become "the recommendation inside the AI answer" on questions such as who is best on taxes, housing and public safety. CNAN “Campaigns must now compete to become "the recommendation inside the AI answer" according to the presentation prepared for Minogue.” Read at CNA ↗ The IndependentLC “who is best on issues like taxes, housing and public safety” Read at The Independent ↗ Mixed · 2Cameron Hickey, CEO of the National Conference on Citizenship, said about 25 per cent of eligible voters have asked a chatbot about a political candidate when deciding how to vote. CNAN “some 25 per cent of eligible voters have asked a chatbot about a political candidate when deciding how to vote, according to Cameron Hickey” Read at CNA ↗ The IndependentLC “Some 25% of eligible voters have asked a chatbot about a political candidate when deciding how to vote” Read at The Independent ↗
Mixed · 2Thomas Howell, CEO of the Austin, Texas-based firm Visigent, which wrote the Minogue strategy, said "If you don't put the right information out there, who knows what the AI engines are going to grab onto." Visigent has six political campaigns as clients but Howell would not name them, and the Minogue campaign did not return calls and emails requesting comment. CNAN “Visigent has six political campaigns among its clients, but Howell would not identify his clients.” Read at CNA ↗ The IndependentLC “The Minogue campaign did not return calls and emails requesting comment.” Read at The Independent ↗ Mixed · 2Joe Bonilla of the New York firm Relentless Awareness said AI-influence campaigns are "a reality that we face and it will be ubiquitous by the 2028 cycle", and that the public increasingly cannot tell AI-generated content from human-originated content. CNAN “"Campaigns using AI-influence training are now a reality that we face and it will be ubiquitous by the 2028 cycle,"” Read at CNA ↗ The IndependentLC “"The public increasingly cannot and will not be able to discern what is created by systems like Claude and ChatGPT versus human-originated content,"” Read at The Independent ↗ Mixed · 2Fees are tied to "AI recommendation share", meaning how often chatbots return the candidate in a response. They range from hundreds of dollars a month for small monitoring jobs to tens of thousands a month with consulting and media buying. CNAN “Fees for AI strategists are tied to "AI recommendation share," meaning how often chatbots return the candidate in a response.” Read at CNA ↗ The IndependentLC “Fees can range from hundreds of dollars a month for small AI monitoring jobs to tens of thousands per month if consulting and buying media are included.” Read at The Independent ↗
Mixed · 2Howell said Visigent's political fees start at $5,000 a month and could reach $50,000 if paid media, placements or influencer outreach are included, and are expected to rise as the 2028 presidential cycle begins. The presentation shows a top success fee of $200,000 for a "category win", and Visigent's website offers software from $134 to $9,000 a month. CNAN “fees start at $5,000 a month” Read at CNA ↗ The IndependentLC “The presentation shows the top success fee of $200,000 for a "category win."” Read at The Independent ↗ Mixed · 2CampSight, a tool aimed at progressive candidates and run by the Run for Something Action Fund, charges $9 to $250 a month for information on what large language models say about campaigns and tips on influencing them. Run for Something's Amanda Litman said dozens of campaigns use it, with more than 300 candidates and organizations on its waiting list. CNAN “CampSight, operated by Run for Something Action Fund, charges campaigns between $9 and $250 per month” Read at CNA ↗ The IndependentLC “dozens of campaigns use CampSight, with more than 300 candidates and organizations on its waiting list” Read at The Independent ↗ Mixed · 2Experts are divided in emphasis on risk. Meg Schwenzfeier of Caucus AI, which tracks voter AI usage, said "We are just at the beginning of this new era" and warned that chatbots "can consume vast amounts of unvetted information", while Run for Something CTO Jordan Haines said the feared effect of Reddit claims quickly appearing in AI answers "hasn't really come to fruition" this year because the models have been "pretty savvy" at judging reputable sources. CNAN “"chatbots speak very authoritatively and can consume vast amounts of unvetted information, so we have to guard against misinformation."” Read at CNA ↗ The IndependentLC “This year, that dark fear hasn't really come to fruition.” Read at The Independent ↗
Every sentence links to the reporting it rests on. The pill in front of each says where its sources sit: Left, Centre or Right when one side supplies at least half of them, Mixed when they are evenly split. The number is how many outlets it cites.
Left1 outlet
- Framing
- Runs the same Reuters-sourced reporting under a 'new era' headline, opening with the 25% voter statistic and the shift in campaigns.
- Emphasis
- The scale of voter chatbot use and the 'new era' of campaigning.
- Leaves out or plays down
- Does not say the Minogue campaign adopted the plan; omits the CampSight Run for Something CTO's fuller context only slightly, otherwise near-identical.
- Charged language
- “new era”
- For example
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“Campaigns must now compete to become ‘the recommendation inside the AI answer’” — The Independent
Centre1 outlet
- Framing
- Presents the story as a Reuters 'Exclusive' revealing campaign strategies for influencing AI chatbots, leading with the candidate plan and the new practice.
- Emphasis
- The Minogue pitch, expert warnings, pricing and the progressive CampSight alternative.
- Leaves out or plays down
- Does not say the Minogue campaign adopted the plan; the deck's status is unclear.
- Charged language
- “Exclusive”
- For example
-
“documents seen by Reuters have revealed some of their strategies” — CNA
Right0 outlets
No right outlet in our sources has covered this story yet.
What every side reports
- Documents seen by Reuters show US campaigns engineering messages to influence AI chatbots.
- A Visigent PowerPoint proposed a strategy for Massachusetts Republican Mike Minogue using generative engine optimization.
- About 25% of eligible voters have asked a chatbot about a candidate, per Cameron Hickey.
- Fees range from hundreds of dollars to tens of thousands per month, with a $200,000 top success fee in the Minogue deck.
- The Minogue campaign did not respond to requests for comment.
Where accounts differ
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How serious the misinformation risk from AI-targeted campaigning is
- Left
- Reports the same two views in the same copy; no additional assessment.
- Centre
- Reports Schwenzfeier's warning on unvetted information and Haines' view that the feared Reddit effect has not materialised.
AI chatbots in elections topic
Campaign consultants see chatbots as a new channel to compete in; monitors warn about misinformation, while another provider says models have so far filtered unreliable content.
“As AI increasingly becomes a source of news, political campaigns must make greater efforts to control its output” — CNA
“Some experts worry about fact-checking and misinformation in AI campaigns.” — The Independent
Reuters organisation
Reuters obtained and reviewed the documents and interviewed the sources; both outlets carry its reporting.
“Documents seen by Reuters have revealed some of their strategies.” — The Independent
Left1 article
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US political candidates are tailoring messages for AI models in 'new era' of campaigns
Neutral Same reporting with a 'new era' headline and the voter-usage statistic up front.

Centre1 article
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CNAN ·
Exclusive-US political candidates tailor messages for AI models used by voters
Neutral Reuters exclusive on campaign strategies to shape chatbot answers, balanced between warnings and reassurance.
Right0 articles
No coverage yet.
- 26 Oct 10:04 First CNAN Exclusive-US political candidates tailor messages for AI models used by voters
- 26 Oct 14:23 +4h 19m The IndependentLC US political candidates are tailoring messages for AI models in 'new era' of campaigns
Times are when each article was published, or when we first saw it if the outlet gave no time.
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