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Three different approaches to self-hosted AI. Here is how they compare.
OpenWebUI is a ChatGPT/Claude clone you self-host. Clean chat interface, model switching, file uploads. If you want a private ChatGPT, this is it. No tools, no task management, no agent workflows.
Dify is a visual workflow builder. Drag-and-drop agent pipelines, knowledge bases, RAG. Good if you want to build AI applications visually. Heavier to run, needs PostgreSQL + Redis + multiple services.
profClaw is an agent engine with project management built in. 72 tools, 35 providers, tickets, sprints, cron, 22 chat channels. Runs on a Raspberry Pi in pico mode (100MB). More opinionated than Dify, simpler than building from scratch.
OpenWebUI
Dify
profClaw
Primary use
Private ChatGPT
Visual AI workflows
AI agent task engine
UI
Chat only
Workflow builder
Dashboard + Chat
Tools
None
Custom nodes
72 built-in
Project mgmt
No
No
Yes (tickets, sprints)
Local AI
Ollama
Ollama
Ollama + Gemma 4
Min resources
~500MB
~2GB (multi-service)
~100MB (pico)
Chat channels
No
No
22 (Slack, Discord, etc.)
Cost tracking
No
Basic
Per-token with budgets
None of these replace each other. They solve different problems.
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Three different approaches to self-hosted AI. Here is how they compare.
OpenWebUI is a ChatGPT/Claude clone you self-host. Clean chat interface, model switching, file uploads. If you want a private ChatGPT, this is it. No tools, no task management, no agent workflows.
Dify is a visual workflow builder. Drag-and-drop agent pipelines, knowledge bases, RAG. Good if you want to build AI applications visually. Heavier to run, needs PostgreSQL + Redis + multiple services.
profClaw is an agent engine with project management built in. 72 tools, 35 providers, tickets, sprints, cron, 22 chat channels. Runs on a Raspberry Pi in pico mode (100MB). More opinionated than Dify, simpler than building from scratch.
None of these replace each other. They solve different problems.
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