Performance

Overview

Memobase is extremely fast when comes to query, because it simply return the full profiles of users.
The final total tokens of a user profile is controllable: #profile slots X #maximum tokens size of each slots.
- Here to see how to design your profile slots.
- Here to see how to control the maximum tokens size of each slots.
Insertion is relatively fast and cheap, because Memobase uses a online buffer to aggregate the recent messages and process them together. So the overhead prompt cost is amortized.
- Here to see how to control the buffer token size.

Cost: Memobase is 5x~ cheaper than mem0
Performance: Memobase is 5x~ faster than mem0
Quality: mem0 has more gist memories, and Memobase has structured and organized memories

The full report is available at here.