Private Enterprise AI Models
Deploy high-parameter LLMs and specialized domain models directly within your private cloud perimeter. Fine-tune on historical data with zero external API routing.
Deterministic Fine-Tuning
We optimize open-weights models against your historical enterprise data. Our pipelines deliver auditable parameters with optimized compute efficiency.
Historical Datasets
Compute Efficiency
Model Ownership
Deploy high-parameter architectures optimized for target hardware, minimizing latency and infrastructure overhead.
Train models on real-world operational logs and secure databases, entirely avoiding synthetic academic datasets.
Retain complete weights ownership and private keys. Zero external dependencies or third-party data leaks.
Infrastructure Architecture
Select the orchestration model that matches your compliance framework and compute constraints.
Dedicated VPC
On-Premises Hardware
Orchestrated within your AWS, Azure, or GCP boundary. Perfect for highly regulated financial and enterprise services requiring strict regional compliance.
Absolute physical isolation for defense, intelligence, and critical healthcare systems. Deployed directly onto bare-metal hardware.
Includes: Dedicated node clusters, custom fine-tuning pipelines, automated weights backup.
Includes: Complete physical data sovereignty, hardware-level encryption keys, zero telemetry.
Need custom parameter benchmarks for your specific infrastructure?