AI and infrastructure, built right from day one.

Quantum Ops Consulting helps companies adopt AI and build the servers, cloud, and pipelines underneath it. Planned properly, documented, and handed over to your team.

What we do

Take one on its own or combine them. AI work needs solid infrastructure under it, so we do both.

  • AI adoption & integration

    Find where AI actually helps your business, then wire it into the tools and products you already use.

    • Use-case review and model or vendor selection
    • LLM features, agents, and retrieval built into your apps
    • Evaluation, guardrails, and cost controls
  • Self-hosted AI & GPU infrastructure

    Run models on hardware you control when data can't leave the building or API bills get out of hand.

    • GPU server and cluster sizing
    • Inference serving with tools like vLLM and Ollama
    • Private deployments with access control and monitoring
  • Server & cloud infrastructure

    Linux servers and cloud environments set up properly the first time: secure, reproducible, and documented.

    • AWS, VPS, and bare-metal setup
    • Docker, Kubernetes, and infrastructure as code
    • Web servers, databases, and networking
  • CI/CD & ops automation

    Ship changes safely and find out when something breaks, without hiring a dedicated ops team.

    • Build and deploy pipelines
    • Monitoring, logging, and alerting
    • Backups, upgrades, and incident runbooks

How an engagement works

  1. Assess

    A short call and a look at what you run today. You get a written plan: what to change, in what order, and what it will take.

  2. Build

    We do the work alongside your team, in your repositories and accounts. Everything lives in code, nothing on our laptops.

  3. Hand off

    Documentation, runbooks, and a walkthrough so your team can own it. Ongoing support is there if you want it.

Projects

Software we build and run ourselves. The same tools and habits go into client work.

  • Confetti

    Live

    Config files at short, typeable URLs.

  • drakeydb

    Early development

    Dragonfly's performance with KeyDB's multi‑master replication.

  • Interchange

    In development

    One controller for mixed network hardware.

We also contribute upstream to open source run by others: Plexus, Solar, and Flatcar sysext-bakery.

Read more about each project

Tell us what you're working on

A few lines about what you run today and where you want to be is plenty. We'll reply with next steps.