Reasoning and generation
Commercial foundation models
Hosted frontier models for comprehension, structured output and tool use. Best when accuracy matters more than unit cost and your data terms permit it.
Orchestration
Agent frameworks
Libraries for context management, tool use and prompt pipelines. We use the lightest one that solves the problem rather than the most capable one.
Data residency and cost control
Self-hosted and fine-tuned models
Open-weight models hosted in your own environment, with custom embeddings, targeted fine-tuning and safety guardrails for the specific domain.