Personalised AI Memory and User Profiles
Assistants that retain a user's role, company size, technology preferences, and budget, and therefore give different recommendations to the same short question.
Analogy Mental model
A regular who says only bring the usual, because the owner remembers the taste, the budget, and the occasion. A graduate and a director get entirely different bottles.
In practice What you actually do
Retrieval happens against that hidden profile, so state the ecosystem you belong to explicitly on the page: the platforms you integrate with, the operating systems you support, the team size you are designed for. A question with no detail then still matches on the tags.
Where people get burned Pitfalls
Testing must be done in a clean environment without accumulated memory, and repeated under different assumed personas. Otherwise the result reflects the tester's history rather than the brand's actual position.
This entry was written in English from the Chinese original, not machine-translated. Read the Chinese version →