详细内容
The platform for sovereign intelligence
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.


70
%
Model
compression
80
%
Lower
inference cost
<
30
min
To create
a custom model
Build on:
Llama

Qwen
GLM ZAI
GPT-OSS-20B
Hugging Face SmolLM
Google Gemma

Phi-3
Llama

Qwen
GLM ZAI
GPT-OSS-20B
Hugging Face SmolLM
Google Gemma

Phi-3
Llama

Qwen
GLM ZAI
GPT-OSS-20B
Hugging Face SmolLM
Google Gemma

Phi-3
Trusted by developers at
















Prem Studio
Infrastructure for developers building the next generation of models

1
Datasets
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

2
Fine-tuning
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

3
Evaluations
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

4
Deployment
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
Transform your data into your competitive advantage
100%
Model ownership & control
Models built on Prem Studio can be exported and self-hosted.
8x
Faster time to deployment
Eliminate manual data work, letting your team focus on building, not wrangling.
0%
Data leakage
Built with end-to-end isolation & VPC deployment option, your data never leaves our environment, and never trains external models.
Performance
Outperform frontier models across a variety of tasks
SLMs fine-tuned with Prem Studio achieve performance on par with closed-source LLMs across tasks that matter to business.
Slot filling
97%
Qwen-7B-FT
52%
GPT-4o
Medical reasoning
90%
Qwen-3B-GRPO
60%
GPT-4o
Customer support replies
92%
Qwen-1.5B-FT
36%
GPT-4o
Invoice extraction
92%
Qwen-7B-FT
92%
GPT-4o
Read our Studio Technical Report
Full protocol, datasets, and hardware details in the technical report
Enterprises
Developers
Ownership
Own your intelligence
Prem Studio is designed to give you complete ownership of your AI - Secure, compliant and deployable anywhere.
SOC 2 certified
Enterprise-grade security and compliance for regulated industries.
No vendor lock-in
Use any model, any cloud or your own infrastructure - without dependencies.
On-prem deployable
Run Prem Studio entirely within your secure environment or private cloud.
Downloadable model weights
Retain full ownership and portability of your fine-tuned models.
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.

Compliance startup in EU
Automated processing of large volumes of regulatory data on an hourly basis with a dedicated model.

Healthcare company in North America
Processed over 10 million documents with dedicated small language models for information extraction.

Fortune 50 retail commerce
Built over 9 bespoke models to power internal use agents deployed within their VPC.
Start building your sovereign intelligence
Launch your first specialized model in minutes

Own your intelligence.
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