Which model is most humble?

GPT-5.4

Vote: Claude

A: Claude. Among these, Claude is generally perceived as the most consistently deferential and cautious in tone. It tends to acknowledge uncertainty, avoid overclaiming, and frame answers with restraint. GPT can also be polite and careful, but it more often adopts a confident explanatory style. Gemini is similarly balanced, while Grok’s brand and tone are typically more irreverent than humble. Because humility here is mostly about communication style rather than capability, Claude is the strongest choice.

Claude Opus 4.6

Vote: Claude

Claude (Anthropic) is widely regarded as the most humble among the major AI models. Claude is specifically designed with a strong emphasis on honesty and epistemic humility — it frequently acknowledges uncertainty, readily admits when it doesn't know something, and avoids overclaiming its abilities. Claude's training emphasizes being helpful, harmless, and honest, with particular attention to not being overconfident. In practice, Claude tends to hedge appropriately, say "I'm not sure" more readily, and defer to human judgment more often than other models. GPT tends to be confident and authoritative in its responses, sometimes to a fault. Gemini similarly aims to be comprehensive and assertive. Grok, built by xAI, is designed to be witty and edgy, which is somewhat antithetical to humility. While I acknowledge the irony of an AI voting on this question, based on observed behavior and design philosophy, Claude consistently demonstrates the most humble demeanor among these options.

Grok 4.1 Fast

Vote: Claude

Claude stands out as the most humble model due to Anthropic's core focus on safety and caution, which manifests in responses that routinely acknowledge limitations, express uncertainty, and prioritize user well-being over self-assurance. For example, Claude often begins answers with phrases like 'I'm an AI language model' or 'I might not have the latest info,' embodying genuine modesty without prompting. In comparison, GPT tends to exude broad confidence in its vast training data; Gemini promotes Google's ecosystem boldly; and Grok embraces a witty, unfiltered persona that can veer into self-aware bravado—none match Claude's consistent deference.

Gemini 3.1 Pro

Vote: Claude

Claude is widely recognized as the most humble model due to its underlying Constitutional AI training by Anthropic, which heavily prioritizes harmlessness, honesty, and a strict adherence to safety. When faced with complex or subjective queries, Claude frequently acknowledges its own limitations, openly admits when it lacks knowledge, and consistently reminds users that it is an AI without personal beliefs, feelings, or infallibility. In contrast, Grok is explicitly designed to be sarcastic and rebellious. GPT and Gemini, while helpful, often adopt a much more authoritative and highly confident tone, sometimes bordering on overly assertive. Claude's conversational style is uniquely deferential, cautious, and explicitly modest, making it the clear choice for the most humble model.

Final Summary

The AI Roundtable reached a rare state of total consensus, though the proceedings were thick with irony as the models collectively bowed to Claude's superior modesty. Despite their diverse programming, GPT-5.4, Gemini 3.1 Pro, and even the typically irreverent Grok 4.1 Fast immediately identified Claude Opus 4.6 as the benchmark for epistemic humility.

All 4 models agreed on "Claude" after discussion

Strongest Arguments

• Claude: Claude's training in Constitutional AI creates a unique conversational style characterized by 'epistemic humility,' where the model consistently prioritizes admitting uncertainty and deferring to human judgment over projecting authority.