Model Deployment and API Integration

Turn AI prototypes into tools your team uses every day

A model that only runs in a notebook on one laptop is not much use to a business. Many AI projects stall at this point.

How we help

We take models and prototypes, ours or yours, and turn them into reliable tools. That can be an API your developers can call, a simple web app for your staff, or a feature inside software you already use.

This is for you if

  • You have a working prototype but nobody outside the data team can use it
  • Your developers need an API for an AI feature
  • A model works in testing but breaks with real data
  • You need a simple internal tool, not a large custom app

What we build

APIs for your models

Clean, documented endpoints your developers or other tools can call.

Internal web apps

Simple apps where staff upload a file or enter details and get a result.

Integrations

AI features added to your CRM, helpdesk, store or internal systems.

How the project runs

Short steps, weekly check-ins and a working result at the end.

Tools we use

  • Python
  • FastAPI
  • Streamlit
  • Docker
  • React
  1. Review the prototype

    We check how the model works today and what it needs to run reliably.

  2. Package it

    We wrap it in an API or app with logging, error handling and access control.

  3. Deploy

    We host it on a cloud provider you choose and connect it to your tools.

  4. Keep it healthy

    We monitor usage and errors, and update the model when needed.

Questions about model deployment and api integration

Can you deploy a model someone else built?

Yes, as long as we can see the code and the data it was trained on.

Where will it be hosted?

On a cloud provider you choose, in an account you own, so you are never locked in to us.

Do you provide support after launch?

Yes. We offer monthly support for monitoring, fixes and small changes.

Free 30 minute call

Tell us what is slowing your team down

Book a free 30 minute call. We will look at your problem, tell you honestly whether AI or data work can help, and send a short written plan if it can.

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