Train & deploy private, task-specific LLMs
Prem enables teams to design & fine-tune specialised LLMs optimised for their workflows - outperforming frontier models in speed, accuracy and cost.

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Prem Studio
Infrastructure for developers building the next generation of models
Prepare fine-tuned ready datasets with built-in tools for data generation, cleaning, and management.
Generate structured data from unstructured sources
Clean, filter and enrich datasets with precision
Manage and version datasets effortlessly
Train optimised language models by automatically picking, tuning, and aligning the best base models for your use case.
35+ Open source models available
QLoRA, LoRA, and full fine-tuning supported
Reinforce model accuracy and intent alignment with GRPO and DPO
Define and deploy custom evaluations in natural language to benchmark and monitor your fine-tuned models with precision.
Multiple LLM-as-Judge evaluators for finetuned models
Compare fine-tuned jobs against base and closed source models
Bring your own evaluators and connect deployed endpoints
Deploy fine-tuned models with flexible, secure, and high-performance infrastructure.
Scale automatically with serverless inference
Host isolated models on dedicated GPU endpoints
Run deployments within your own VPC or on-prem
Why Prem
Model ownership & control
Models built on Prem Studio can be exported and self-hosted.
Faster time to deployment
Eliminate manual data work, letting your team focus on building, not wrangling.
Data leakage
Built with end-to-end isolation & VPC deployment option, your data never leaves our environment, and never trains external models.
Performance
Full protocol, datasets, and hardware details in the technical report
Ownership
Own your intelligence
Prem Studio is designed to give you complete ownership of your AI - Secure, compliant and deployable anywhere.
SOC 2 certified
No vendor lock-in
On-prem deployable
Downloadable model weights
Case studies
See how Prem helped others succeed with Sovereign AI
Prem helps organizations achieve their business goals by building and deploying proprietary, private, and secure AI models. These models are tailored for specific industries, like finance and healthcare, to deliver exclusive, real-world results.
Automated processing of large volumes of regulatory data on an hourly basis with a dedicated model.
Processed over 10 million documents with dedicated small language models for information extraction.
Start building your sovereign intelligence
Launch your first specialized model in minutes

















