Hugging Face Spaces 2026: Host AI Demos and Apps for Free With Gradio and Streamlit

📘 Tutorials 2026-08-11 · Updated 2026-10-21 2 min read

You built a model or a script and want to show it, but deploying a demo means cloud accounts, domains and bills. Hugging Face Spaces removes all three - at the price of a few limits you should know before you start.

📜 Table of Contents

Hugging Face Spaces 2026: Host AI Demos for Free With Gradio and Streamlit

You built a model or a script and want to show it, but deploying a demo means cloud accounts, domains and bills. Spaces removes all three.

What Spaces Is

A git repo plus an app file. Hugging Face builds it, serves it at user-space.hf.space with HTTPS. No server, no credit card for a public Space.

Good for: model demos, internal prototypes, clickable examples in articles. Not for production traffic or sensitive data.

What the Free Tier Gives You

Resource Free public Space Note
CPU runtime monthly quota Space pauses when exhausted
GPU shared ZeroGPU with time quotas queued, long jobs get interrupted
Storage repo size cap put weights on the Hub, not in the repo
Private Spaces paid free tier is public demos
Sleep idles out cold start on first visit

Quotas change; check official pricing before you rely on numbers.

Five Minutes to a Gradio Demo

  1. New Space, SDK Gradio, free CPU, Public.
  2. app.py:
import gradio as gr

def summarize(text):
    if not text.strip():
        return "Please enter text"
    return text.strip()[:300] + "..."

demo = gr.Interface(fn=summarize,
                    inputs=gr.Textbox(lines=6, label="Text"),
                    outputs=gr.Textbox(lines=4, label="Summary"),
                    examples=[["Put one real example here so visitors can click."]])
demo.launch()
  1. requirements.txt with pinned versions only.
  2. README.md YAML header: title, emoji, sdk: gradio, app_file: app.py.
  3. Watch the build logs - most failures are dependency conflicts or a wrong app_file.

Gradio or Streamlit

Gradio Streamlit
Focus model input/output demos full data apps
Effort low medium
Best for trying one model pages, charts, state
Weakness complex layouts logic gets tangled

One feature: Gradio. A small clickable tool: Streamlit.

Secrets, Not Hardcoded Keys

Public Spaces are public. Put API keys in Space Secrets and read them from environment variables. Locally use .env and gitignore it.

FAQ

Space stuck loading? Likely asleep (cold start) or build failure - read Logs.

Can it run a 7B model? Barely on free CPU. Use ZeroGPU quotas or an external API; keep weights on the Hub.

Custom domain? Spaces use hf.space subdomains; front it with your own proxy if needed.

Commercial use? Platform terms and model licences are separate. Check the model card.

Production backend? No - rate limits and sleeping break real traffic.

Note: quotas and policies follow Hugging Face's official pricing page and docs.

Related

Related Articles
2026-08-05
Open Source AI Music Generator in 2026: AudioCraft (23k Stars) vs Stable Audio Tools - Generate Music Locally for Free
2026-08-05
Local LLM Setup 2026: Complete Guide to Running Private AI on Your Own Hardware - Ollama (178k Stars), Open WebUI and LocalAI
2026-07-23
Best Free AI Coding Assistant in 2026: Top 8 Compared for Developers
2026-10-23
Best Self-Hosted Transcription for Law Firms: Four Open Stacks and the Three Tests That Decide It
2026-07-19
Local Knowledge Base AI: Private Q&A with Ollama
2026-07-18
Using Claude Code for Tests: It Runs the Suite

Written by our editorial team; tools listed here are tested or verified against public sources. Links point to official sites or GitHub repos for reference only — no paid placements.

💬 Comments (0)

No comments yet. Be the first!

Login to comment