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Machine learning LLMs

Generative AI & Large Language Model Engineering

Generative AI is redefining what is possible in automation, content, and customer experience. MATIC's Generative AI practice helps organizations move beyond experimentation to production-grade AI applications — built on the world's leading foundation models and delivered through secure, enterprise-ready architectures.

What we deliver

  • Retrieval-Augmented Generation (RAG) architecture design and implementation

  • Prompt engineering, evaluation frameworks, and prompt libraries

  • LLM fine-tuning and domain adaptation (LoRA, RLHF)

  • AI agent and copilot development using Azure Copilot Studio, Amazon Q, and Vertex AI Agent Builder

  • Vector database design and semantic search (Azure AI Search, Pinecone, Weaviate)

  • Enterprise Generative AI governance — access controls, data privacy, and content safety

Platform expertise

  • Azure OpenAI Service — GPT-4o, DALL-E, Whisper, and Copilot Studio

  • Amazon Bedrock — Claude (Anthropic), Llama, Titan, and Stable Diffusion

  • Google Vertex AI — Gemini 1.5 Pro, Imagen, and Chirp

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