Self-hosted LLM infrastructure
Run open-source LLMs locally for private chat, RAG, code and automation.
OpenAI alternative / self-hosted LLM
A private OpenAI alternative for sensitive enterprise workloads.
Public AI APIs remain useful, but not every workload should depend on third-party token pricing, external data processing or changing platform rules. OPA helps deploy self-hosted LLM infrastructure for private enterprise usage.
Predictable AI costs
Move repeated internal workloads from variable token pricing to controlled capacity.
Hybrid when useful
Keep OpenAI or other cloud models as optional complements, not the only path.
These trade-offs determine which workloads should stay local and where cloud services can remain useful.
Related strategic topics
Continue to adjacent pages covering cost, sovereignty, compliance, RAG and local deployment.