AI ENGINEERING DURHAM, NC
Petronella Technology Group provides AI engineering in Durham, NC. Custom model development, LLM fine-tuning, RAG systems, and private AI infrastructure with security built in.
Our Capabilities
Engineering Capabilities
- Custom model development with PyTorch and TensorFlow
- LLM fine-tuning on your proprietary data
- RAG system architecture for knowledge applications
- AI agent development with autonomous workflows
Infrastructure & Security
- GPU infrastructure design and deployment
- Private AI hosting on NVIDIA hardware
- Model security testing and hardening
- MLOps pipelines for continuous improvement
Key Services
Custom Models
Purpose-built AI for your use case, trained on your data, deployed securely.
LLM Fine-Tuning
Adapt foundation models to your domain for higher accuracy.
RAG Systems
Retrieval-augmented generation grounded in your knowledge base.
AI Agents
Autonomous agents that execute multi-step business workflows.
What Changes
Generic Models
Off-the-shelf AI lacks domain expertise and exposes data.
Manual Workflows
Complex processes require human intervention at every step.
No Infrastructure
Teams lack GPU resources for production AI deployment.
Domain-Specific AI
Custom models deliver higher accuracy and faster results.
Autonomous Agents
AI handles workflows end-to-end with human oversight.
Production Ready
Scalable infrastructure with monitoring and retraining.
How It Works
Requirements: Define objectives and data requirements
Architecture: Design model pipeline and infrastructure
Development: Build, train, and fine-tune models
Testing: Validate with real-world data
Deployment: Launch on production infrastructure
Monitoring: Track performance and retrain as needed
Industries We Serve
Frequently Asked Questions
What AI engineering do you offer in Durham, NC?
Custom models, fine-tuning, RAG systems, AI agents, MLOps, and private infrastructure deployment.
Can you work with our existing models?
Yes. We optimize, fine-tune, and deploy existing models with proper security controls.
Do you support on-premise?
Yes. Private deployment on GPU servers within your security perimeter for regulated industries.
What frameworks do you use?
PyTorch, TensorFlow, LangChain, LlamaIndex, vLLM, and Hugging Face on NVIDIA GPUs.
How do you ensure model security?
Access controls, input validation, output filtering, audit logging, and adversarial testing.
Need AI Engineering in Durham, NC?
Schedule a free technical consultation to assess your requirements.