Datasets
Prepare data with built-in tools for generation, cleaning & management. Ensure your data never leaves your VPC.
Deploy enterprise-grade, domain-specific LLMs within your own VPC. Full data sovereignty, zero data leakage, and complete model ownership.
Trusted by engineering teams at
From data preparation to deployment, own every step of the lifecycle.
Prepare data with built-in tools for generation, cleaning & management. Ensure your data never leaves your VPC.
Train optimized models; support QLoRA, LoRA, full fine-tuning. Access 35+ open-source models instantly.
Define custom natural-language evaluations. Compare performance directly against closed-source frontier models.
Deploy on-premises or in your VPC. Scale automatically with isolated GPU endpoints for maximum security.
Integrated vector database and retrieval pipelines. Connect your internal knowledge base securely in minutes.
Continuous adversarial testing to ensure model safety and alignment before production deployment.
You own the weights. You own the data. No black boxes.
Switch infrastructure providers at any time. Your model goes with you.
Air-gapped environments? No problem. Run entirely offline.
Export your fine-tuned models to standard formats (GGUF, Safetensors).
from sovereign import Trainer
# Initialize secure training
trainer = Trainer(
model="llama-3-70b",
privacy="strict",
vpc=True
)
# Fine-tune on your private data
trainer.fit(
dataset="./secure_docs",
strategy="qlora"
)
# Deploy to your infrastructure
endpoint = trainer.deploy(
target="aws-dedicated-gpu"
)
We analyze your data infrastructure and security requirements to design a bespoke model architecture.
Models are trained or fine-tuned within your VPC or air-gapped environment. Data never leaves your control.
One-click deployment to optimized inference endpoints with auto-scaling and comprehensive monitoring.
"SovereignML allowed us to train a GDPR-compliant model on sensitive case files without a single byte leaving our servers."
"We fine-tuned a model on patient records to assist triage. The accuracy beats GPT-4 for our specific ontology."
"Automated support scaling with a custom 7B model that costs 1/10th of our previous API bill."
"The level of control we have over the training process is unprecedented. It's the only way we could bring LLMs into our highly regulated environment."
"SovereignML's infrastructure allowed us to cut our inference costs by 90% while improving latency. The ROI was immediate."
"Finally, an AI platform that treats security as a first-class citizen. The air-gapped deployment capability is a game-changer for us."
Launch your first specialized model in minutes. Stop renting intelligence, start owning it.