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    What are the best tools for AI safety & alignment?

    Asked "What are the best tools for AI safety & alignment?", ChatGPT, Copilot, Gemini, Google AI Mode and Perplexity named 65 distinct tools across 15 answers on September 7, 2026, and 28 of them in two or more answers, and the engines did not agree; the closest to a consensus, OpenAI, was named by only 4 of 5.

    Measured acrossChatGPTCopilotGeminiGoogle AI ModePerplexity

    28 of 65 names confirmed · named in 2 or more of 15 answers · asked September 7, 2026 · 5 engines

    The best tools for AI safety and alignment include a range of frameworks and platforms that provide evaluation, testing, and governance capabilities, such as OpenAI Evals, HELM, Inspect AI, and Guardrails AI. These tools help developers and organizations ensure the safety, reliability, and alignment of AI models. A strong safety program usually combines several categories, including model evaluation, red teaming, runtime protection, and governance.

    • 1Credo AInamed in 7 of 15 answersGemini logoCopilot logo
    • 2Inspect AInamed in 6 of 15 answersGemini logoCopilot logo
    • 3Promptfoonamed in 6 of 15 answersGemini logoCopilot logo
    • 4Guardrails AInamed in 5 of 15 answersGemini logoCopilot logo
    • 5Garaknamed in 5 of 15 answersGemini logoCopilot logo
    • 6Anthropicnamed in 5 of 15 answersGemini logoCopilot logo
    • 7OpenAInamed in 5 of 15 answersGemini logoCopilot logo
    • 8Hugging Facenamed in 4 of 15 answersGemini logoCopilot logo
    • 9NeuralTrustnamed in 4 of 15 answersGemini logoCopilot logo
    • 10Giskardnamed in 3 of 15 answersGemini logoCopilot logo
    • 11CalypsoAInamed in 3 of 15 answersGemini logoCopilot logo
    • 12TransformerLensnamed in 3 of 15 answersGemini logoCopilot logo
    • 13DeepEvalnamed in 3 of 15 answersGemini logoCopilot logo
    • 14Lakeranamed in 3 of 15 answersGemini logoCopilot logo
    • 15Holistic AInamed in 3 of 15 answersGemini logoCopilot logo
    • 16NISTnamed in 3 of 15 answersGemini logoCopilot logo
    • 17Googlenamed in 2 of 15 answersGemini logoCopilot logo
    • 18HarmBenchnamed in 2 of 15 answersGemini logoCopilot logo
    • 19PyRITnamed in 2 of 15 answersGemini logoCopilot logo
    • 20OECDnamed in 2 of 15 answersGemini logoCopilot logo
    • 21Protect AInamed in 2 of 15 answersGemini logoCopilot logo
    • 22Lakera Guardnamed in 2 of 15 answersGemini logoCopilot logo
    • 23Microsoftnamed in 2 of 15 answersGemini logoCopilot logo
    • 24IBMnamed in 2 of 15 answersGemini logoCopilot logo
    • 25SAELensnamed in 2 of 15 answersGemini logoCopilot logo
    40 more names were ranked on this question.
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    The full measurement

    • The position each of the 5 engines gave all 65 names.
    • How many of the 15 answers named each of them.
    • 195 sampled observations behind this ranking, and where the engines disagree.
    • Fan-out — the query each engine actually searched.
    • Every citation, and the sources nobody cited.
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