GPT-5.4 mini recommends 37% fewer brands than its predecessor, GPT-5 mini.
Across ~220,000 prompts tested in 9 product categories, the newer model universally returned fewer brand recommendations. The top three-to-five brands were mostly stable across both model versions, but brands outside of that cohort saw markedly different visibility with GPT-5.4 mini.



