Demo-ready ML interfaces. Ship fast.
Interactive ML web apps built with Streamlit or Gradio — deployed and shareable in days. Perfect for researchers who need a demo, students building capstone projects, and startups validating AI products before full engineering investment.
You've trained a model. Now you need to demonstrate it — to an evaluator, an investor, a client, or your thesis committee. A Jupyter notebook doesn't cut it. A full production web app takes weeks. A Streamlit or Gradio app, built by SpaceDrift, takes 2–5 days.
We build custom ML interfaces that are professionally designed — not the default grey Streamlit theme, but properly structured, branded applications that present your model with the credibility it deserves.
Every app we build is deployed on Hugging Face Spaces or Streamlit Cloud, provides a public URL you can share anywhere, and is delivered with full source code so your team can extend it independently.
What you receive
Streamlit or Gradio app with your model integrated, tested, and working end-to-end.
Beyond the default theme — custom layouts and component arrangement matching your brand.
Live on Hugging Face Spaces or Streamlit Cloud. Shareable immediately.
Clean Python source with setup instructions so you can modify and extend it.
One full round of design and functionality revisions after initial delivery.
Step by step
You share your trained model. We define the interface requirements and user flow together.
We plan the app layout, input/output components, and visual style before writing code.
App built, model integrated, edge cases and error states handled properly.
Deployed to Hugging Face Spaces or Streamlit Cloud. Tested on multiple devices.
One round of revisions based on your feedback. Source code delivered with documentation.
Real numbers
Is this for you?
This service is designed for a specific type of client. If you see yourself in this list, we`re a good fit.
Ask Me AnythingTell me your project details and I`ll respond with a clear scope and fixed quote within 2 hours. No commitment required.