Solutions
Models that fit the infrastructure you control.
Deployment patterns for regulated organizations, agent products, and memory-constrained edge hardware.
Regulated enterprise
Finance, healthcare, legal, public sector
Problem
Sensitive data cannot go to third-party APIs, and running full-size models on-premises needs expensive GPUs.
Solution
We compress the model your team already validated so it fits infrastructure you control. Compression itself can run on your premises; your data never leaves.
Outcomes
- Data stays internal
- Smaller hardware footprint
- Quality measured on your tasks
Voice & real-time agents
Problem
Per-call API costs grow with usage and add a dependency on a third party.
Solution
Run a compressed model on your own servers or at the edge and turn per-call API spend into a fixed infrastructure cost.
Outcomes
- No per-call billing
- No third-party API dependency
- A model you control
Edge & embedded
Problem
Edge hardware has hard memory limits, forcing a smaller, weaker model or a hardware upgrade.
Outcomes
- Larger model, same memory
- No hardware upgrade
- Embedding compression included