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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.
- 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.
Comparing with other solutions
Memobase vs. mem0
- 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.