Our Services

We build production AI systems and accelerate software delivery with large language models -- from RAG pipelines and MCP servers to agentic search products.

AI-Augmented Delivery

Integrate large language models into your software development lifecycle to accelerate design, coding, documentation, and delivery.

  • • Structured prompts and meta-prompting for code generation
  • • Blueprinting and documentation automation
  • • Business logic and infrastructure code generation
  • • Test generation with engineering rigor

Production RAG Systems

Design and build production-grade RAG systems with hybrid search, semantic reranking, and AI-powered answers with source citations.

  • • Hybrid vector search (dense + sparse embeddings with RRF fusion)
  • • Semantic reranking with cross-encoder models
  • • AI-powered answer generation with source citations
  • • Webhook-driven ingestion pipelines for real-time content sync

MCP Server Development

Build Model Context Protocol servers that connect your knowledge systems to AI tools like Claude Desktop, Claude Code, and other MCP clients.

  • • MCP server implementation (streamable-http transport)
  • • Tool and resource exposure for AI agents
  • • Claude Desktop and Claude Code integration
  • • Authentication and rate limiting for production use

Agentic AI Products

Build AI-powered agents and conversational products that search, reason, and act on your behalf within your existing tools and workflows.

  • • AI-powered Slack bots with agentic search
  • • Claude via Vertex AI Model Garden
  • • Tool-use patterns for LLM-powered workflows
  • • Pydantic AI for structured agent development

Multi-Cloud AI Infrastructure

Production infrastructure on AWS and GCP with managed AI services, serverless compute, and infrastructure as code.

  • • GCP Cloud Run, Cloud Tasks, and Vertex AI
  • • AWS Lambda, API Gateway, and Bedrock
  • • Infrastructure as Code (Terraform, AWS CDK)
  • • CI/CD pipelines with GitHub Actions

Engineering Excellence

Rigorous engineering practices that ensure quality, maintainability, and reliable delivery at scale.

  • • Test-Driven Development with 90%+ coverage
  • • Pair Programming and code review
  • • Continuous Integration / Continuous Deployment
  • • Domain-Driven Design and microservices

Ready to build production AI systems?

Let's discuss how we can accelerate your projects with RAG, MCP, and agentic AI.

Get In Touch