AI Agents & MCP Infrastructure
for Your Business

We design, build, and deploy production AI agents, MCP servers, and voice AI, backed by the data platforms and software engineering to run them in the real world.

SERVICES

What We Build

Production AI agents and the infrastructure around them, backed by the data and software engineering to run them at scale.

AI Agents & Assistants

Multi-agent systems, chatbots, and copilots that do real work

MCP Infrastructure

Governed MCP servers exposing your tools and data to ChatGPT and Claude

Voice AI

Real-time inbound and outbound voice agents that take live actions

Knowledge & RAG

Retrieval over your private data with citation-aware answers

Data Platforms & Pipelines

The data foundations AI runs on: pipelines, warehouses, lineage

Cloud & Product Engineering

AWS architecture, mobile apps, and full-stack software around your AI

OUR WORK

What We've Built

Real products shipped for real businesses, from AI-powered SaaS platforms to native mobile apps.

Multi-Agent Platforms

Conversational AI platforms with multi-agent architecture for complex business workflows. Specialized agents collaborate across discovery, decision-making, and execution. Built on FastAPI with GPT-4 and Claude, orchestrated via LangChain.

LangChainGPT-4Claude APIFastAPIPostgreSQL
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Voice Agents

Real-time voice AI for inbound and outbound calls. Sub-second latency, natural turn-taking, function-calling for live actions, and full call transcripts with sentiment scoring. Integrates with Twilio, Vapi, and your existing CRM.

Twilio VoiceWhisperElevenLabsVapiGPT-4
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Knowledge Base & RAG

Production retrieval pipelines over your private documents. Hybrid search, semantic re-ranking, citation-aware answers, and continuous index refresh from source systems. Powered by vector databases and embedding models tuned for your domain.

PineconeWeaviateOpenAI EmbeddingsLangChainFastAPI

AI Mobile Apps

Native iOS and Android apps with AI built in. On-device inference, streaming LLM responses, voice input, and personalized recommendations from server-side models. Built with Flutter and AWS Amplify with real-time GraphQL.

FlutterAWS AmplifyGraphQLOpenAICognito
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MCP Infrastructure

Model Context Protocol servers exposing your internal tools and data to LLM clients like ChatGPT and Claude Desktop. OAuth flows, scoped permissions, audit logs, and HMAC signing. Deploy on AWS or self-host.

FastMCPOAuth 2.0PythonAWSJWT
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AI Agentic Workflows

Autonomous workflows that plan, execute, and recover from failure across multi-step business processes. Tool use, human-in-the-loop checkpoints, retry policies, and observability for every agent step. Reduces manual ops by up to 80%.

LangGraphCeleryRedisOpenAIPlaywright
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ABOUT

Our Team and Approach

Founded by a team of engineers with experience from Fortune 500 companies like Amazon, LexisNexis, and Shutterfly, building large-scale data and AI systems. We believe AI and software should solve real problems, not add complexity, and we work closely with clients from idea to deployment.

CONTACT

Ready to discuss
your project?

Let's talk about how AI or software can help your business.