AI assistants and search

SHANNON LAB LLC alternatives

2 open-source projects that already do this job. Free to use - not free to run, which is what the numbers on the right are for.

The full assessment →

The projects

What you give up either way

  • Shannon 2 proprietary model and performance
  • DarkEval proprietary adversarial benchmark and exploit coverage
  • Enterprise compliance guarantees (SOC 2 Type II, custom compliance mapping)
  • Built-in web search with integrated source citations and their token-quota model
  • Any gated access to constraints-relaxed red-team models and audit tooling

An open-source project doing the core job proves a replacement is possible. It does not prove it matches SHANNON LAB LLC, and it does not prove anyone has run it for a month. How we decide.