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Open WebUI Complete Guide: Local Ollama + Cloud Free APIs in One Pool — Privacy-First Unified Calling

Open WebUI Complete Guide: Local Ollama + Cloud Free APIs in One Pool — Privacy-First

TL;DR: Open WebUI (ex Ollama WebUI) is an open-source ChatGPT-style frontend that pools local Ollama models with cloud OpenAI/Claude/Gemini/DeepSeek/Groq/OpenRouter in one UI, with RAG, tools and team sharing — privacy-first, Docker-ready.

Why Open WebUI?

  • Local + cloud: Sidebar shows llama3.1:8b (local) and gpt-4o-mini (cloud) together.
  • Privacy: Chats/docs stay local; cloud only when cloud model selected.
  • RAG: PDF/URL import, Chroma/Qdrant + hybrid search with citations.
  • Tools: Function calling, search, code exec, scraping.
  • Team: User mgmt, model ACL, shared chats, Docker Compose.

Deploy

docker run -d -p 3000:8080 -v open-webui:/app/backend/data ghcr.io/open-webui/open-webui:main
# or with Ollama
docker run -d -p 3000:8080 ghcr.io/open-webui/open-webui:ollama

Admin → Settings → Connections → OpenAI Compatible → add cloud Base URLs + Keys. Model dropdown then mixes local + cloud.

Tip: point Base URL to OneAPI http://oneapi:3000/v1 to reuse mymodel with one key.

Unified Calling

  • Privacy tiering: sensitive → local 8B offline; general → cloud flagship.
  • RAG: Workspace → Documents → upload → @doc in chat.
  • Compare: same prompt to local vs cloud, pick routing policy.

vs Others

Solution Form Best For
Open WebUI Web + Ollama Local+cloud hybrid, privacy
Cherry Studio Desktop Personal desktop
Lobe Chat Web plugins Team workflow
OneAPI Gateway Server unified + monetize

Best Practices

  • Default local 8B, escalate to cloud for hard tasks.
  • Separate Collection per project.
  • Point cloud Base URL to OneAPI for circuit break + observability.

Summary

  • Private + free: Ollama local zero-cost, sensitive stays local.
  • One UI: local + cloud in one list.
  • Team: Docker + user mgmt.

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More in this category

Cherry Studio Complete Guide: 300+ Models in One Desktop App — Local KB + MCP, Zero-Cost Unified CallingLobe Chat Complete Guide: Pluginized Web Unified Calling — Team KB & Visual Workflow, No-CodePortkey AI Gateway Complete Guide: Enterprise Unified Calling for 250+ Models — Cache + Guardrails + ObservabilityLiteLLM Proxy Complete Guide: Python Unified Gateway for 100+ Models — OpenAI Compatible + Smart RoutingNextChat Complete Guide: Lightweight Web Unified Calling — One-Click Model Switch + Prompt Marketplace

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