Does adding “2026” to a buyer prompt change which brands ChatGPT recommends?
Came across a September 24 study that tested 500 product questions in ChatGPT with web search enabled.
Adding “2026” changed the top product recommendation 65.4% of the time, compared with 54.6% when the exact same question was asked twice.
That made me think about buyer questions like:
“What’s the best CRM for a small business?”
“What’s the best CRM for a small business in 2026?”
For anyone tracking AI visibility, are you testing both versions?
Has anyone tried repeating these in fresh chats and seen a consistent difference in the brands recommended or sources cited? Would be interesting to see whether this holds up in your own category.