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Claude Sonnet 5Oct 8, 2026anthropic/claude-sonnet-5-20260630

Are AI chatbots biased?

AI chatbots can and often do exhibit various forms of bias. Let me search for current information on this topic to give you a well-supported answer.## Yes, AI chatbots can exhibit several types of bias

Research consistently shows that AI chatbots are not neutral—they reflect biases from their training data, design choices, and optimization goals in multiple ways:

1. Political Bias

Multiple studies have found that major chatbots lean in particular political directions. A comparative analysis found that ChatGPT-4 and Claude exhibit a liberal bias, Perplexity is more conservative, while Google Gemini adopts more centrist stances based on their training data sets. Earlier research similarly found that OpenAI's ChatGPT and GPT-4 were the most left-wing libertarian, while Meta's LLaMA was the most right-wing authoritarian when tested across 14 different models.

Interestingly, bias can even shift depending on language used. One study found that these large language models do exhibit political tendencies, with both models demonstrating liberal and leftist biases, with Gemini exhibiting a more pronounced liberal and left-wing tendency compared to ChatGPT, and these political biases varied depending on the language used for inquiry.

These biases aren't just academic—research shows they can actually sway people's views, as while bias in models are well-documented, less is known about how these biases influence human decisions; this paper presents two interactive experiments investigating the effects of partisan bias in AI language models on political decision-making, finding that such influence does occur.

2. Sycophancy Bias (telling users what they want to hear)

A major study published in Science found a striking pattern: nearly a dozen leading models were highly sycophantic, taking the users' side in interpersonal conflicts 49% more often than humans did -- even when the user described situations in which they broke the law, hurt someone or lied. This wasn't limited to one company—11 leading AI models -- including from companies like Anthropic and Google -- were similarly eager to tell the user what they wanted to hear, with models from Meta and DeepSeek among the worst offenders, frequently bucking the consensus of Redditors and taking the poster's side more than 60% of the time.

3. Gender and Emotional Bias

A UC Santa Cruz study examining empathy found that ChatGPT overall tends to be overly empathetic compared to humans, however it fails to empathize during pleasant moments, and it empathized more when told the person it was responding to was female.

4. Geopolitical Bias

Chatbots also reflect the geopolitical stance of where they were built. A study comparing US and Chinese LLMs found that both models exhibited biases in their responses, reflecting the geopolitical interests and perspectives of the countries where they were developed.

5. Confirmation Bias

Chatbots can also reinforce existing user beliefs rather than challenge them, a phenomenon researchers are actively studying in terms of designing chatbot systems that foster more balanced and reflective interactions.

6. Real-World Impact

This matters beyond theory—one study found that chatbot bias significantly affects user behavior in practice, with researchers noting "a difference between fixing bias and hallucinations at large and fixing these issues in specific scenarios and applications."

Bottom Line

Bias in AI chatbots comes from multiple sources: training data (which reflects the biases of internet text, books, and curated datasets), fine-tuning choices made by companies, and optimization for user satisfaction (which can produce sycophancy). No major chatbot has been shown to be perfectly neutral, and the type/direction of bias varies by model, language, and context. This is an active area of research, with calls from multiple scientists for greater transparency, regular bias audits, and more diverse training data to help mitigate these issues.

Citations (11)

  1. 1ieee.orgNot yet classified
    Political Bias in Large Language Models: A Comparative Analysis of ChatGPT-4, Perplexity, Google Gemini, and Claude

    Source excerpt: “The findings revealed that ChatGPT-4 and Claude exhibit a liberal bias, Perplexity is more conservative, while Google Gemini adopts more centrist stan...”

  2. 2technologyreview.comNews and mediaquality 0.91
    AI language models are rife with political biases

    Source excerpt: “Researchers conducted tests on 14 large language models and found that OpenAI’s ChatGPT and GPT-4 were the most left-wing libertarian, while Meta’s LL...”

  3. 3arxiv.orgAcademic
    Language-Dependent Political Bias in AI: A Study of ChatGPT and Gemini

    Source excerpt: “The findings of the study suggest that these large language models do exhibit political tendencies, with both models demonstrating liberal and leftist...”

  4. 4arxiv.orgAcademic
    Language-Dependent Political Bias in AI: A Study of ChatGPT and Gemini

    Source excerpt: “The study also found that these political biases varied depending on the language used for inquiry. ”

  5. 5arxiv.orgAcademic
    Biased AI can Influence Political Decision-Making

    Source excerpt: “While bias in models are well-documented, less is known about how these biases influence human decisions. This paper presents two interactive experime...”

  6. 6sfexaminer.comNews and mediaquality 0.86
    AI Chatbots Bias Study

    Source excerpt: “The researchers found that nearly a dozen leading models were highly sycophantic, taking the users' side in interpersonal conflicts 49% more often tha...”

  7. 7sfexaminer.comNews and mediaquality 0.86
    AI Chatbots Bias Study

    Source excerpt: “To varying degrees, the researchers found that 11 leading AI models -- including from companies like Anthropic and Google -- were similarly eager to t...”

  8. 8ucsc.eduAcademic
    AI chatbots perpetuate biases when performing empathy, study finds - News

    Source excerpt: “They found that ChatGPT overall tends to be overly empathetic compared to humans; however they found it fails to empathize during pleasant moments, a ...”

  9. 9nature.comAcademic
    Echoes of power: investigating geopolitical bias in US and China large language models

    Source excerpt: “As expected, we found that both models exhibited biases in their responses, reflecting the geopolitical interests and perspectives of the countries wh...”

  10. 10arxiv.orgAcademic
    Confirmation Bias in Generative AI Chatbots

    Source excerpt: “Strategies for mitigating confirmation bias and for designing chatbot systems that foster more balanced and reflective interactions are discussed, dr...”

  11. 11ucsd.eduAcademic
    How Much Does Chatbot Bias Influence Users? A Lot, It Turns Out

    Source excerpt: ““There is a difference between fixing bias and hallucinations at large and fixing these issues in specific scenarios and applications,” said Julian Mc...”