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Production AI

AI Agents & Data Systems

Production-grade AI agents and data pipelines — not demos that break in week two.

We build AI agents, RAG systems, and the data infrastructure behind them — embeddings, vector search, model hosting, and the databases that feed them. Everything is built to run in production: evaluated, observable, and cost-aware.

What We Do

AI agents

LangChain / LlamaIndex agents with tools, memory, and guardrails.

RAG & embeddings

Retrieval pipelines over your documents with Pinecone / Milvus vector stores.

Data systems

Postgres / MongoDB schemas, ETL, and pipelines that keep models fed with fresh data.

Model hosting & integration

Hosted or self-managed model serving wired directly into your application.

How We Work

We treat AI like software — with evaluation, observability, and a cost budget — not a one-off prompt. We build a thin vertical slice first, measure it against real data, then harden and ship.

Define success metrics before building anything

Build a thin vertical slice to validate the approach early

Evaluate against real data with eval sets and guardrails

Harden for production: monitoring, cost controls, and fallbacks

Tools & Technology

LangChain / LlamaIndexVector DBs (Pinecone, Milvus)Postgres / MongoDBModel HostingRAG & Embeddings

Related Work

Frequently Asked Questions

Common questions about this service and how we work.

That is the whole point — we build with evaluation sets, guardrails, and monitoring so behaviour is measured, not hoped for.

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Build Your AI System

Let's discuss how we can bring ai agents & data systems to your project.

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