Real ChatGPT answer · index seed6hELugqLwdMcompleteB2B software · AI and automation toolscommercial

Are there any open source or low cost AI tools that allow a small business to build a secure internal chatbot without sending sensitive data to public LLMs?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any open source or low cost AI tools that allow a small business to build a secure internal chatbot without sending sensitive data to public LLMs?
4 real searches · 1 real-search pass
Ollama official local large language models Open WebUI self hosted features documentationGoogle ↗
OBSERVED
AnythingLLM official self hosted local LLM document chat features pricing open sourceGoogle ↗
OBSERVED
Dify self hosted open source knowledge base documentation securityGoogle ↗
OBSERVED
PrivateGPT official self hosted private document assistant open sourceGoogle ↗
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
Ollama official local large language models Open WebUI self hosted features documentation Google ↗
AnythingLLM official self hosted local LLM document chat features pricing open source Google ↗
Dify self hosted open source knowledge base documentation security Google ↗
PrivateGPT official self hosted private document assistant open source Google ↗
  1. AnythingLLM · anythingllm.com
  2. Documentation · docs.anythingllm.com
  3. Installation Overview ~ AnythingLLM · docs.anythingllm.com
  4. Home / Open WebUI · docs.openwebui.com
  5. Connect Local and Cloud Models / Open WebUI · docs.openwebui.com
  6. Ollama · ollama.com
  7. Open WebUI · openwebui.com
  8. Open WebUI & Ollama / Open WebUI · docs.openwebui.com
  9. Dify · dify.ai
  10. GitHub · github.com
  11. GitHub · github.com
  12. PrivateGPT documentation · docs.privategpt.dev
  13. Introduction | PrivateGPT · docs.privategpt.dev
  14. GitHub - ego/privateGPT: Interact with your documents using the power of GPT, 100% privately, no data leaks · github.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ollama official local large language models Open WebUI self hosted features documentation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
AnythingLLM official self hosted local LLM document chat features pricing open source
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Dify self hosted open source knowledge base documentation security
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
PrivateGPT official self hosted private document assistant open source
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1