Prototype team
Local model runtime plus hosted API fallback
Lets the team test private workflows without betting everything on local inference.
Self-Hosted AI
Self-Hosted AI Stack Options
Compare local and self-hosted AI options by control, cost, deployment complexity, model quality, and maintenance burden.
Decision Criteria
Data control and network boundary requirements
Hardware cost and inference throughput
Model quality for your actual tasks
Patch, monitoring, and model update process
Integration with existing developer workflows
Recommended Stack Patterns
Privacy-first team
Self-hosted model gateway with approved model registry
Keeps sensitive context controlled while preserving shared team access.
Cost-sensitive batch workload
Open model on reserved GPU capacity
Can beat hosted API pricing when utilization is predictable.
Relevant Tools
Starting points from the NeuralStackly tool index.
Ollama
development
Local-first LLM runtime for running models on your hardware with local privacy, no per-token API costs, and offline-capable workflows.
Replicate
development
Run any open-source AI model with one line of code. 25,000+ models including SDXL, Llama, Whisper, and more via simple API.
Together AI
development
Platform for running, fine-tuning, and building with open-source AI models. Fast inference and training.
CrewAI
development
Multi-agent AI framework for building autonomous agent teams that collaborate to complete complex tasks.
Together AI
development
Access state-of-the-art open-source AI models via API. Fast inference, competitive pricing, and fine-tuning for Llama, Mistral, Gemma, and more.
OpenCLI
development
Terminal-native AI coding assistant with 17K GitHub stars. Works with any LLM, integrates with existing CLI workflows.
Allama
automation
Open-source security automation platform for building visual workflows and AI-assisted threat response playbooks.
IBM Granite
development
IBM family of open-source AI models for enterprise. Code, language, and time-series models with commercial-friendly licenses.