Are there any open source alternatives for building custom internal chatbots that do not require paying a massive monthly SaaS fee?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any open source alternatives for building custom internal chatbots that do not require paying a massive monthly SaaS fee?
4 real searches · 1 real-search pass
best open source self hosted internal AI chatbot platforms Open WebUI Dify AnythingLLM Flowise RAGFlow features licensing 2026Google ↗
OBSERVED
Open WebUI official docs features pipelines authentication knowledge base self hostedGoogle ↗
OBSERVED
Dify official documentation self hosted open source license features workflow knowledge baseGoogle ↗
OBSERVED
AnythingLLM official docs self hosted open source license multi-user workspacesGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 4 queries…
Searches and sources
ChatGPT4 real searches · gpt-6
best open source self hosted internal AI chatbot platforms Open WebUI Dify AnythingLLM Flowise RAGFlow features licensing 2026 Google ↗
Open WebUI official docs features pipelines authentication knowledge base self hosted Google ↗
Dify official documentation self hosted open source license features workflow knowledge base Google ↗
AnythingLLM official docs self hosted open source license multi-user workspaces Google ↗
- AnythingLLM · anythingllm.com
- GitHub repository · github.com
- Which self-hosted AI apps can a business use commercially? License guide · selfhostmap.com
- Local AI Tools: Runtimes, Serving, RAG and Agents · localairun.com
- Open-source LLM app builders compared · deployopen.com
- 7 Best Open Source LLM UIs in 2026 (Self-Hosted & Free) · opsily.com
- Dify · dify.ai
- GitHub repository · github.com
- Best self-hosted ai app & agent builders for small businesses · selfhostmap.com
- LibreChat · librechat.ai
- GitHub repository · github.com
- Self-Hosted GPT Alternatives Compared · gptmigrator.com
- Home / Open WebUI · docs.openwebui.com
- Open WebUI · openwebui.com
- GitHub repository · github.com
- Langflow · langflow.org
- GitHub repository · github.com
- Best Open-Source and Self-Hosted AI Agent Platforms (2026) · agpt.co
- RAGFlow · ragflow.io
- GitHub repository · github.com
- Website · ollama.com
- Documentation · docs.vllm.ai
- Website · litellm.ai
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best open source self hosted internal AI chatbot platforms Open WebUI Dify AnythingLLM Flowise RAGFlow features licensing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Open WebUI official docs features pipelines authentication knowledge base self hosted OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Dify official documentation self hosted open source license features workflow knowledge base OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
AnythingLLM official docs self hosted open source license multi-user workspaces OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |