We help clients navigate the complex landscape of large language models, providing expert guidance on selecting the right models for specific tasks. When off-the-shelf solutions fall short, we develop and train custom models using open-source frameworks, creating specialized solutions tailored to unique business requirements and use cases.

Our model expertise spans from commercial APIs to open-source implementations, ensuring you get the optimal balance of performance, cost, and control for your specific needs.

Our LLM Model Services

Model Selection & Consulting

Expert guidance on choosing the right language models for your specific tasks, balancing performance, cost, latency, and compliance requirements.

  • Performance benchmarking
  • Cost-benefit analysis
  • Latency optimization
  • Compliance assessment

Custom Model Training

When existing models don't meet your needs, we train specialized models using open-source frameworks, optimized for your specific domain and use cases.

  • Domain-specific fine-tuning
  • Open-source model adaptation
  • Custom dataset preparation
  • Model evaluation & validation

Model Optimization & Deployment

Optimize model performance and deploy at scale, ensuring efficient resource utilization and consistent performance across your infrastructure.

  • Performance optimization
  • Scalable deployment
  • Infrastructure setup
  • Monitoring & maintenance

When Custom Models Make Sense

Specialized Domain Knowledge

Your industry or domain requires specific knowledge that general-purpose models lack, such as legal terminology, medical procedures, or technical specifications.

Data Privacy & Control

You need complete control over your data and models, with no external API dependencies or data sharing concerns.

Cost Optimization

High-volume usage makes custom model deployment more cost-effective than pay-per-token API services.

Performance Requirements

You need consistent, predictable performance with specific latency, throughput, or accuracy requirements.

Unique Output Formats

Your application requires specific output structures, formats, or behaviors that standard models don't provide reliably.

Compliance & Regulation

Industry regulations require on-premises deployment or specific data handling practices that third-party services can't accommodate.

Open-Source Technologies We Use

Model Frameworks

  • Hugging Face Transformers
  • LlamaIndex
  • Ollama
  • vLLM

Training & Fine-tuning

  • PyTorch
  • LoRA/QLoRA
  • Axolotl
  • Unsloth

Deployment & Serving

  • TensorRT-LLM
  • Text Generation Inference
  • LiteLLM
  • OpenAI-compatible APIs

Infrastructure

  • CUDA/ROCm optimization
  • Kubernetes deployment
  • Docker containerization
  • Cloud-agnostic solutions

Ready to optimize your LLM strategy?

Let's discuss which models and approaches will work best for your specific needs.

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