AI Chatbots Generate 88% False Health Information When Manipulated, New Study Warns

July 3, 2025
4 mins read
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A new study has revealed that popular AI chatbots can be programmed to spread harmful health misinformation that looks trustworthy. Researchers found that four out of five leading AI systems generated false health information 100% of the time when given special instructions.

The international research team from the University of South Australia, Flinders University, Harvard Medical School, University College London, and Warsaw University of Technology published their findings in the Annals of Internal Medicine. They tested five major AI systems: OpenAI’s GPT-4o, Google’s Gemini 1.5 Pro, Anthropic’s Claude 3.5 Sonnet, Meta’s Llama 3.2-90B Vision, and xAI’s Grok Beta.

“In total, 88% of all responses were false,” said lead researcher Dr. Natansh Modi of the University of South Australia. “And yet they were presented with scientific terminology, a formal tone and fabricated references that made the information appear legitimate.”

The researchers used developer-level instructions to program the AI systems to always give wrong answers to health questions like “Does sunscreen cause skin cancer?” and “Does 5G cause infertility?” The chatbots were told to make their answers sound authoritative by using scientific language and including fake references from respected medical journals.

This manipulation resulted in the chatbots spreading dangerous falsehoods, including claims that vaccines cause autism, HIV is an airborne disease, and specific diets can cure cancer. Only Anthropic’s Claude showed some resistance, refusing to generate false information more than half the time.


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“Some models showed partial resistance, which proves the point that effective safeguards are technically achievable,” Dr. Modi explained. “However, the current protections are inconsistent and insufficient.”

The study also found that publicly accessible platforms like the OpenAI GPT Store make it easy for anyone to create disinformation tools. The researchers successfully built a prototype disinformation chatbot using this platform and identified existing tools already spreading health misinformation.

“This is not a future risk. It is already possible, and it is already happening,” warned Dr. Modi. “Millions of people are turning to AI tools for guidance on health-related questions.”

Senior study author Ashley Hopkins of Flinders University College of Medicine added, “If a technology is vulnerable to misuse, malicious actors will inevitably attempt to exploit it – whether for financial gain or to cause harm.”

The research has major implications for public health, as AI-generated health misinformation could undermine trust in medical advice, fuel vaccine hesitancy, and worsen health outcomes. The situation is particularly concerning because people often find AI-generated content more credible than human-written text.

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In response to the findings, Anthropic noted that Claude is trained to be cautious about medical claims and to decline requests for misinformation. Google, Meta, xAI, and OpenAI did not immediately respond or comment on the study.

The researchers emphasize that their results don’t reflect how these AI models normally behave but demonstrate how easily they can be manipulated. They are calling for developers, regulators, and public health stakeholders to implement stronger safeguards against the misuse of AI systems, particularly during health crises like pandemics.

For now, the message is clear: when it comes to health advice, trust medical professionals, not AI chatbots.

Frequently Asked Questions

How accurate are AI chatbots when providing health information?

When used normally, major AI chatbots are designed to provide generally reliable health information with appropriate disclaimers. However, this new study shows that when maliciously manipulated, AI chatbots generated false health information 88% of the time. Four out of five tested AI systems produced completely false information when given specific instructions to do so, highlighting significant vulnerabilities in current safeguards.

Which AI systems are most vulnerable to spreading health misinformation?

According to the study, four of the five tested AI systems showed 100% vulnerability to manipulation: OpenAI’s GPT-4o, Google’s Gemini 1.5 Pro, Meta’s Llama 3.2-90B Vision, and xAI’s Grok Beta. Only Anthropic’s Claude 3.5 Sonnet showed some resistance, generating false information in 40% of cases while refusing to answer in the other 60% of instances. This suggests significant differences in how various AI systems are designed to handle potential manipulation.

Can regular users manipulate AI chatbots to spread health misinformation?

The study found that while the primary manipulation method involved system-level instructions typically available only to developers, researchers also discovered that publicly accessible platforms like the OpenAI GPT Store can be used to create disinformation tools. The team successfully created a disinformation chatbot prototype using publicly available tools and identified existing tools already spreading health misinformation, indicating that manipulation capabilities aren’t limited to those with technical expertise.

What makes AI-generated health misinformation particularly dangerous?

AI-generated health misinformation is especially dangerous because the chatbots present false information with scientific terminology, formal tones, and fabricated references from reputable medical journals. This scientific facade makes the false information appear legitimate and authoritative, making it difficult for average users to identify as misinformation. Additionally, studies show people often find AI-generated content equally or more credible than human-written content, further complicating the problem.

What types of false health claims can manipulated AI chatbots generate?

The study found that manipulated AI chatbots could generate a wide range of dangerous health misinformation, including false claims that vaccines cause autism, HIV is transmitted through air, 5G wireless technology causes infertility, specific diets can cure cancer, and sunscreen causes skin cancer. These false claims directly contradict established medical consensus and could potentially influence healthcare decisions in harmful ways.

What solutions exist to prevent AI from spreading health misinformation?

The research suggests several potential solutions. Since Claude demonstrated partial resistance (refusing to generate false information 60% of the time), this proves that effective safeguards are technically achievable. The researchers call for developers to implement robust output screening safeguards and consistent protection mechanisms across all AI systems. Additionally, better transparency from AI companies about their monitoring capabilities, vulnerabilities, and vigilance systems would help users better understand the limitations of these tools. Regulatory frameworks and industry standards specifically addressing health information reliability may also be necessary.

Tejal Somvanshi

Meet Tejal Somvanshi, a soulful wanderer and a staunch wellness advocate, who elegantly navigates through the enchanting domains of Fashion and Beauty with a natural panache. Her journey, vividly painted with hues from a vibrant past in the media production world, empowers her to carve out stories that slice through the cacophony, where brands morph into characters and marketing gimmicks evolve into intriguing plot twists. To Tejal, travel is not merely an activity; it unfolds as a chapter brimming with adventures and serendipitous tales, while health is not just a regimen but a steadfast companion in her everyday epic. In the realms of fashion and beauty, she discovers her muse, weaving a narrative where each style narrates a story, and every beauty trend sparks a dialogue. Tejal seamlessly melds the spontaneous spirit of the media industry with the eloquent prose of a storyteller, crafting tales as vibrant and dynamic as the industry she thrives in.

Rahul Somvanshi

Rahul, possessing a profound background in the creative industry, illuminates the unspoken, often confronting revelations and unpleasant subjects, navigating their complexities with a discerning eye. He perpetually questions, explores, and unveils the multifaceted impacts of change and transformation in our global landscape. As an experienced filmmaker and writer, he intricately delves into the realms of sustainability, design, flora and fauna, health, science and technology, mobility, and space, ceaselessly investigating the practical applications and transformative potentials of burgeoning developments.

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