Start a project
Start a project
  1. Services
  2. AI systems integration

AI systems integration

Language models wired into the systems you already run.

We connect large language models to your data, documents and tools: retrieval over your knowledge base, model routing to balance quality against cost, structured extraction from emails, PDFs and forms, and the evaluation and guardrails that make AI safe to put in front of customers. Everything ships with monitoring, so you can see what the model did and why.

Discuss your project

What you get

  • Retrieval-augmented generation (RAG) over your content
  • Document and email processing pipelines
  • Model selection, routing and cost control
  • Evaluation suites, guardrails and audit logs
  • Private deployments that keep data in your infrastructure

Typical stack

  • Python
  • PostgreSQL + pgvector
  • Claude
  • OpenAI
  • Celery
  • Redis

Start a project

Have a system in mind?
Let's put it in orbit.

Tell us what you're building: an AI assistant, a platform, a store or a brand. We'll come back with questions, ideas and an honest plan.

Start a project See our work