Real ChatGPT answer · index seeduxJAMb87XFIcompleteB2B software · AI and automation toolscommercial

Are there any open source alternatives to ChatGPT Team that offer similar security compliance features for a bootstrapped startup handling sensitive client data.

ChatGPTgpt-65 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any open source alternatives to ChatGPT Team that offer similar security compliance features for a bootstrapped startup handling sensitive client data.
5 real searches · 1 real-search pass
open source ChatGPT alternatives self hosted LibreChat Open WebUI AnythingLLM security SSO audit logs SOC 2 2026Google ↗
OBSERVED
LibreChat documentation security authentication SSO audit logging encryption self hostedGoogle ↗
OBSERVED
Open WebUI documentation security authentication RBAC SSO audit logsGoogle ↗
OBSERVED
AnythingLLM documentation security multi user SSO permissions self hostedGoogle ↗
OBSERVED
LiteLLM proxy documentation virtual keys budgets audit logs SOC 2 complianceGoogle ↗
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 5 queries…

Searches and sources

ChatGPT5 real searches · gpt-6
open source ChatGPT alternatives self hosted LibreChat Open WebUI AnythingLLM security SSO audit logs SOC 2 2026 Google ↗
LibreChat documentation security authentication SSO audit logging encryption self hosted Google ↗
Open WebUI documentation security authentication RBAC SSO audit logs Google ↗
AnythingLLM documentation security multi user SSO permissions self hosted Google ↗
LiteLLM proxy documentation virtual keys budgets audit logs SOC 2 compliance Google ↗
  1. Authentication and access controls · librechat.ai
  2. GitHub · github.com
  3. Open WebUI vs LibreChat / Open WebUI · docs.openwebui.com
  4. Security architecture · docs.openwebui.com
  5. RBAC · docs.openwebui.com
  6. Security and access · docs.useanything.com
  7. GitHub · github.com
  8. Open-Source Alternatives to ChatGPT · ossalternatives.org
  9. Documentation · docs.litellm.ai
  10. Budgets, Rate Limits · docs.litellm.ai
  11. Website · ollama.com
  12. Documentation · docs.vllm.ai
  13. Audit Logs · docs.litellm.ai
  14. Enterprise · docs.litellm.ai
  15. Compliance and SOC 2 Type II · docs.litellm.ai

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
open source ChatGPT alternatives self hosted LibreChat Open WebUI AnythingLLM security SSO audit logs SOC 2 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
LibreChat documentation security authentication SSO audit logging encryption self hosted
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Open WebUI documentation security authentication RBAC SSO audit logs
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
AnythingLLM documentation security multi user SSO permissions self hosted
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
LiteLLM proxy documentation virtual keys budgets audit logs SOC 2 compliance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1