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USER SURVEY FINDS SEVERAL CHATBOTS OUTRANK CHATGPT IN VALUE METRICS
AppleMagazine
|November 28, 2025
A recent user-centric study of generative-Al chatbots suggests that several alternatives to OpenAl's ChatGPT are perceived as stronger in certain conversational and reasoning dimensions, even though ChatGPT remains the market leader by user volume.
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The research, conducted by Prolific and publicly shared via Hugging Face, evaluated 28 distinct models using a head-to-head framework called “Humaine” and found that Google's Gemini 2.5 Pro emerged at the top of the ranking, followed by models from DeepSeek, Mistral Al and xAl. ChatGPT-4.1 was ranked eighth. While the survey reflects a specific methodology and user base, its results highlight shifting perceptions about what users value in Al chatbots beyond raw popularity. The study emphasised metrics such as how well a chatbot understands real-world dialogue, adapts to changes in context, presents information clearly, and operates in a manner users trust. These human-centric dimensions differ from technical benchmarks that focus on speed or accuracy alone. Because of this approach, a model that excels in reasoning or large-scale question-answering may still score lower if it struggles with conversational nuance or clarity. The findings invite closer scrutiny of how AI systems are evaluated, deployed and branded in a landscape where conversational fluency and trust increasingly matter.
WHAT USERS VALUE AND HOW MODELS STACK UP
This story is from the November 28, 2025 edition of AppleMagazine.
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