Generative AI & LLM Engineering
Deploy enterprise-grade Generative AI — RAG systems over your private data, custom copilots, LLM fine-tuning, and AI agents that automate complex knowledge work. Built with security, governance, and cost efficiency at the core.
What We Build
RAG Systems & Enterprise Search
Retrieval-Augmented Generation over your private knowledge base — SharePoint, SAP documents, technical manuals, policies — with source citation and hallucination mitigation.
Custom AI Copilots
Domain-specific AI assistants for sales, HR, legal, finance, and engineering — embedded in Teams, Slack, or your applications. Role-aware, data-secured, and auditable.
LLM Fine-Tuning
Supervised fine-tuning of open-source LLMs (Llama, Mistral, Phi) on your domain data — for specialized tasks like contract review, medical coding, or customer communications.
AI Agent Development
Autonomous AI agents using LangChain, AutoGen, or CrewAI — for multi-step reasoning, tool use, API orchestration, and complex workflow automation with human-in-the-loop controls.
Document Intelligence
AI-powered document processing — contract analysis, invoice extraction, compliance review, and report generation using GPT-4o Vision, Azure Document Intelligence, and custom pipelines.
Conversational AI & Chatbots
LLM-powered conversational experiences — customer service bots, internal helpdesks, and voice assistants — far beyond the limitations of traditional rule-based chatbots.
The RAG Engineering Process
Ingest documents, split into optimal chunks with metadata preservation and hierarchy awareness.
Generate embeddings with ada-002, BGE, or text-embedding-3 and index in pgvector, Pinecone, or Azure AI Search.
Combine semantic vector search with BM25 keyword search and reranking for precision retrieval.
Structured prompts, few-shot examples, and output format control for consistent, accurate responses.
RAG evaluation frameworks (RAGAS) to measure faithfulness, relevance, and answer correctness over time.
GenAI Engineering Tools
Bring Generative AI to Your Enterprise — Securely.
Our GenAI engineers have delivered production RAG systems, copilots, and AI agents for enterprises across finance, retail, and healthcare. Start with a 4-week PoC.