Performance Benchmarks

Real-world performance comparisons between standard database storage and our HiFi Parquet system.


Query Speed
50x
Faster
Storage Size
13x
Smaller
AI Context Load
24x
Faster

Freya Context Loading

When you ask Freya a question, she needs to load relevant context (past chats, memories, documents). Here is the latency breakdown:

Standard SQL (Before)650ms
HiFi Parquet (After)27ms

Storage Footprint

Comparison of storage requirements for 1 million records:

  • PostgreSQL: ~2.38 GB
  • HiFi Parquet: ~176.5 MB

This massive reduction allows us to offer unlimited history on our Enterprise plans without passing on huge storage costs to you.