When infrastructure is right
Infrastructure-first tools fit teams that need deep customization, have engineering time for memory operations, and want to embed memory directly into their own product surface.
- Custom application memory inside your own product.
- Special retention and data residency requirements.
- Internal model orchestration with existing observability.
- Engineering ownership of retrieval tuning and evaluation.