How it works
From infrastructure deployment to production fine-tuning in four stages.
Deploy your LLM infrastructure
Set up production-grade model serving with vLLM, OpenAI-compatible APIs, and resource governance from day one.
Step 1
Deploy your LLM infrastructure
Set up production-grade model serving with vLLM, OpenAI-compatible APIs, and resource governance from day one.
- NeMo 12B or custom models via vLLM serving.
- OpenAI-compatible endpoints for easy integration.
- GPU/CPU resource governance with automatic throttling.
- Docker Compose deployment on Ubuntu servers.
Platform capabilities
Everything you need to build, train, and deploy custom AI models for your organization.
vLLM Model Serving
Production-grade LLM serving with OpenAI-compatible APIs, automatic batching, and PagedAttention.
Multi-tenant RAG
Isolated knowledge bases per tenant with embeddings, reranking, and source citations.
LoRA Fine-tuning
Efficient adapter training with Axolotl, approval workflows, and artifact management.
ContentOps Agent
Llama 3B-powered agent for document discovery, extraction, and dataset generation.
Resource Governor
Automatic GPU/CPU throttling with GREEN/AMBER/RED modes to protect production workloads.
Course Builder
Create structured learning paths with lessons, quizzes, and assessments.
API Key Management
Secure key creation, rotation, and revocation with hashed storage and audit logs.
Compliance & Security
RBAC, audit trails, license checks, and prompt injection defenses built-in.
Use cases
Deploy custom AI solutions for training, knowledge management, and customer support.
Professional Language Training
Bilingual (EN/FR) training platforms with CEFR-aligned assessments and AI tutoring.
Corporate Knowledge Base
Internal documentation chat with source citations and department-level access controls.
Customer Support AI
Fine-tuned support models with RAG over help docs and ticket history.
Compliance Training
Regulated industry training with audit trails and approval gates.
Built with proven technology
Production-grade open-source tools and frameworks you can trust.