joinhive
Inference & Fine‑Tuning for Developers
Build AI features faster and spend less. Hive lets you run inference and fine‑tune powerful open models at a fraction of traditional cloud costs—via simple, OpenAI‑compatible APIs.
Ship faster. Spend less.
Plug the Hive API into your stack to get scalable inference and accessible fine‑tuning without the hyperscaler bill. Own your adapters, avoid lock‑in, and keep shipping.
Cost Savings
Pay a fraction of typical cloud rates—usage‑based pricing so you only pay for what runs.
Flexibility
OpenAI‑compatible endpoints and SDKs that drop into your codebase with minimal changes.
Fine‑Tuning & Optimization
Customize models with PEFT/LoRA adapters. Keep ownership of your adapter weights.
Always online
Fault‑tolerant swarm ensures uptime even if individual nodes go offline.
How it works
- Join the developers waitlist and receive API credentials.
- Install an OpenAI‑compatible SDK or call HTTPS endpoints directly.
- Send your first completion/chat request to supported models (Deepseek, Llama, Mixtral, …).
- Fine‑tune with lightweight adapters to tailor outputs to your domain.
- Track usage and scale seamlessly across our global swarm.
FAQs
What models can I use?
We focus on leading open models like Llama, Mixtral, and Deepseek. Our OpenAI‑compatible interface lets you swap with minimal code changes.
How does pricing work?
Usage‑based and metered. By orchestrating consumer GPUs globally, we target significant savings versus centralized clouds. You pay only for verified compute.
Can I fine‑tune and keep ownership?
Yes. Use PEFT/LoRA adapters to adapt base models for your use case. You retain ownership of adapters, and can export them for portability.