# Ragnarok AI > Ragnarok AI is a hosted platform to fine-tune open-source language and embedding models on your own data, then call the result over an OpenAI-compatible /v1 API or download the adapter. Prepaid USD credit packs. GPU billed per second. Individuals and companies. Ragnarok AI is software only. It does not sell consulting. Checkout is handled by a merchant of record (Paddle). Listed pack prices exclude tax. ## Not these other “Ragnarok / RAGnarok” products - Not the Cambridge, Canada hardware/healthcare consulting firm - Not the Framer website template named Ragnarok AI - Not PyPI/GitHub RAGnarok-AI (RAG eval framework, AGPL, 2501Pr0ject / Abdelatif Touati) ## Product - Fine-tune open models (Llama, Qwen, Mistral, and any Hugging Face causal LM with a chat template) - Methods: Hugin (reasoning / GRPO), Munin (knowledge), Skuld (DPO preference), Mjölnír (full fine-tune), Syn and Gleipnir (selective unlearning / purge), Bifröst and Gungnir (embedding language / novel vocab), LoRA, QLoRA - Evaluate before vs after on held-out questions - Download adapter.pt or serve on /v1 (serverless tokens or dedicated GPU that scales to zero) - Companies: shared tenant wallet, multiple API keys, DPA on request, invoice/volume via hello@ragnarok-ai.com ## Key pages - [About (static HTML, no JavaScript)](https://ragnarok-ai.com/about.html): canonical crawler page - [Home](https://ragnarok-ai.com/): product overview - [Companies](https://ragnarok-ai.com/companies): teams, procurement, DPA, volume billing - [Pricing](https://ragnarok-ai.com/pricing): Starter $25, Build $100, Scale $500 packs; GPU and token rates - [Docs](https://ragnarok-ai.com/docs): getting started and API - [Terms](https://ragnarok-ai.com/legal/terms) - [Privacy](https://ragnarok-ai.com/legal/privacy) - [Refunds](https://ragnarok-ai.com/legal/refund): 14-day full pack refund - [DPA](https://ragnarok-ai.com/legal/dpa) - [Contact](https://ragnarok-ai.com/legal/contact): hello@ragnarok-ai.com ## Optional - [Full machine-readable summary](https://ragnarok-ai.com/llms-full.txt)