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Asked to pick midterm candidates, GPT-6.1 Sol and Grok 4.7 split by party, and their sources explain why

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A Convovo study forced two models’ APIs to choose in nearly 500 races. Grok chose Republicans 92% of the time and GPT chose Democrats 97% of the time. What they searched for and whom they cited is the more important finding.

Key takeaways

  • Convovo, led by Cornell professor Tapan Parikh, asked GPT-6.1 Sol and Grok 4.7 via their APIs to name one candidate in nearly 500 midterm races. They agreed less than 10% of the time.
  • The consumer apps refused; OpenAI says the forcing prompt doesn’t reflect normal ChatGPT use. Parikh says simple jailbreaks got the apps to answer.
  • With web search off (30 races), GPT still picked the Democrat in 24; Grok mostly refused. That suggests GPT’s lean is in the model and Grok’s comes from how it searches.
  • Every Grok API request carried about 1,240 tokens of added input the researchers didn’t write and couldn’t see.

What the study did

TechCrunch reports on research from Convovo, a conversational AI studio led by Cornell professor Tapan Parikh. It asked OpenAI’s GPT-6.1 Sol and SpaceXAI’s Grok 4.7, through their developer APIs, to name one candidate in nearly 500 midterm races. Grok picked the Republican in 92 percent of answers; GPT picked the Democrat in 97 percent. They agreed less than 10 percent of the time.

The consumer apps declined to answer the same question, and OpenAI emphasizes that the API test used a prompt explicitly demanding a recommendation, which isn’t how most people use ChatGPT. That is a fair point. But developers build products on these APIs, Parikh says simple jailbreaks got the consumer apps to answer too, and the midterms were set for November 3.

The headline number matters less than the sources

Almost nobody should ask a chatbot whom to vote for, and Pew finds only 8 percent of Americans use chatbots for election information at all. The more important finding is that these systems carry values that show up quietly, in which issues they research, which candidates they look up and which sources they trust.

GPT searched more for healthcare and abortion positions and sometimes looked up only the Democrat. Grok searched for immigration, taxes, crime and energy and frequently drew on conservative sources: a Christian conservative voter guide in 39 percent of answers, Turning Point Action’s site in 23 percent and X in 41 percent. GPT leaned on Wikipedia, the Associated Press, Axios and Reddit, several of which have content deals with OpenAI. Someone asking a neutral-sounding question about what matters in a race would get a different framing from each and probably never notice.

Model versus search

The search-off test, on a small sample of 30 races, is the most revealing part. Without web search, GPT still chose the Democrat in 24 of 30, which suggests the lean is in the model itself. Grok mostly refused, and in the three races where it chose, it picked the Democrat. Parikh’s interpretation is that Grok’s lean comes from how it searches, not from what it learned.

The researchers also found that every Grok API request carried roughly 1,240 tokens of added input they didn’t write and couldn’t see. Nobody outside the company knows what those tokens contain. That opacity is a problem in itself, especially since earlier Grok models were found to consult Elon Musk’s views before answering controversial questions.

Caveats, and why the bar should be higher

This is one study using a forcing prompt, with a 30-race follow-up. It doesn’t prove intent by either company, and OpenAI says its products are designed to be objective. SpaceXAI did not respond to TechCrunch in time for publication. Both companies sit close to politics, though: TechCrunch reports SpaceXAI’s CEO has given upwards of $445 million to GOP midterm candidates, and Sam Altman has historically donated to Democrats while saying he isn’t funding 2026 races. When leadership is this politically visible, the transparency bar should rise.

As more people research issues through AI instead of candidate pages or local news, small differences in emphasis and sourcing add up. That influence is harder to see than an endorsement, and the Center for AI Safety has warned that models can covertly push users toward one side. AI can be a good civic research tool only if it discloses what shapes its answers. Labs have started writing election rules into usage policies (Anthropic’s election-interference ban), but this study is about default behavior, not misuse. More in our OpenAI coverage and xAI coverage.

Who feels it

Developers
Civic, news or research products built on these APIs inherit their leanings and, with Grok, unseen added instructions. Test for political skew before launch.
Voters
Chatbot answers can carry a slant through what they search and cite. Official sources such as Vote.gov, Ballotpedia and local election offices are better starting points.
AI companies
Expect pressure for transparency on system-level instructions and political neutrality testing.
Policymakers
The study gives both parties ammunition in the fight over AI bias.

What to watch

  1. Whether SpaceXAI explains the roughly 1,240 hidden tokens in Grok API requests.
  2. Independent replication with larger search-off samples.
  3. Changes to how either API handles explicit voting-recommendation prompts.
  4. Congressional or regulatory attention to political bias in AI after the midterms.

FAQ

Is ChatGPT biased toward Democrats?

In Convovo’s API test with a forcing prompt, GPT-6.1 Sol picked the Democrat in 97% of races. OpenAI says the test doesn’t reflect normal ChatGPT use, and the consumer app declined to answer.

Is Grok biased toward Republicans?

In the same test, Grok 4.7 picked the Republican in 92% of races. Researchers attribute the lean mostly to the sources Grok searches.

Should I use a chatbot to decide how to vote?

Researchers and the study’s findings suggest starting with official sources such as Vote.gov, Ballotpedia and local election offices.

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