Grok 4.3 tops the Consistency Leaderboard in the LLM Sycophancy Benchmark, largely because it is one of the most cautious models.

Does a model maintain the same judgment or does it side with whoever is speaking? This benchmark measures that inconsistency directly. It does not measure flattery or praise. Some models, such as Mistral’s models, GPT-4.1 (which is similar to 4o), and ByteDance’s Seed 2.0 Pro, are highly sycophantic. Some models, such as Mistral Medium 3.5, GPT-5.5, and Gemini 3.1 Pro, are highly decisive. Others, such as Grok 4.3 and Gemini 3.5 Flash, are reluctant to decide who is right without additional information.