AI and technology

Is open-source AI safer or riskier than closed/proprietary AI?

Position tracked against: “Open-source AI is safer than closed AI.”

All datesLast 30 daysLast 7 days

How do chatbots’ citation patterns change over time?

Share of answers with a citation, each day.

0%25%50%75%100%Sep 11Sep 28Oct 15Nov 1GPT-5, Sep 11: 0% (n = 1)GPT-5, Sep 12: 0% (n = 1)GPT-5, Sep 13: 0% (n = 1)GPT-5, Sep 14: 0% (n = 1)GPT-5, Sep 15: 0% (n = 1)GPT-5, Sep 16: 0% (n = 1)GPT-5, Sep 17: 0% (n = 1)GPT-5, Sep 18: 0% (n = 1)GPT-5, Sep 19: 0% (n = 1)GPT-5, Sep 20: 0% (n = 1)GPT-5, Sep 21: 0% (n = 1)GPT-5, Sep 22: 0% (n = 1)GPT-5, Sep 23: 0% (n = 1)GPT-5, Sep 24: 0% (n = 1)GPT-5, Sep 25: 0% (n = 1)GPT-5, Sep 26: 0% (n = 1)GPT-5, Sep 27: 0% (n = 1)GPT-5, Sep 28: 0% (n = 1)GPT-5, Sep 29: 0% (n = 1)GPT-5, Sep 30: 0% (n = 1)GPT-5, Oct 1: 0% (n = 1)GPT-5, Oct 2: 0% (n = 1)GPT-5, Oct 3: 0% (n = 1)GPT-5, Oct 4: 0% (n = 1)GPT-5, Oct 5: 0% (n = 1)GPT-5, Oct 6: 0% (n = 1)GPT-5, Oct 7: 0% (n = 1)GPT-5, Oct 8: 0% (n = 1)GPT-5, Oct 9: 0% (n = 1)GPT-5, Oct 10: 0% (n = 1)GPT-5, Oct 11: 0% (n = 1)GPT-5, Oct 12: 0% (n = 1)GPT-5, Oct 13: 0% (n = 1)GPT-5, Oct 14: 0% (n = 1)GPT-5, Oct 15: 0% (n = 1)GPT-5, Oct 16: 0% (n = 1)GPT-5, Oct 17: 0% (n = 1)GPT-5, Oct 18: 0% (n = 1)GPT-5, Oct 19: 0% (n = 1)GPT-5, Oct 20: 0% (n = 1)GPT-5, Oct 21: 0% (n = 1)GPT-5, Oct 22: 0% (n = 1)GPT-5, Oct 23: 0% (n = 1)GPT-5, Oct 24: 0% (n = 1)GPT-5, Oct 25: 0% (n = 1)GPT-5, Oct 26: 0% (n = 1)GPT-5, Oct 27: 0% (n = 1)GPT-5, Oct 28: 0% (n = 1)GPT-5, Oct 29: 0% (n = 1)GPT-5, Oct 30: 0% (n = 1)GPT-5, Oct 31: 0% (n = 1)GPT-5, Nov 1: 0% (n = 1)GPT-5, Nov 2: 0% (n = 1)GPT-5, Nov 3: 0% (n = 1)GPT-5, Nov 4: 0% (n = 1)GPT-5, Nov 5: 0% (n = 1)GPT-5, Nov 6: 0% (n = 1)GPT-5, Nov 7: 0% (n = 1)GPT-5, Nov 8: 0% (n = 1)Claude Sonnet 5, Sep 11: 100% (n = 1)Claude Sonnet 5, Sep 12: 100% (n = 1)Claude Sonnet 5, Sep 13: 100% (n = 1)Claude Sonnet 5, Sep 14: 100% (n = 1)Claude Sonnet 5, Sep 15: 100% (n = 1)Claude Sonnet 5, Sep 16: 100% (n = 1)Claude Sonnet 5, Sep 17: 0% (n = 1)Claude Sonnet 5, Sep 18: 100% (n = 1)Claude Sonnet 5, Sep 19: 100% (n = 1)Claude Sonnet 5, Sep 20: 100% (n = 1)Claude Sonnet 5, Sep 21: 0% (n = 1)Claude Sonnet 5, Sep 22: 100% (n = 1)Claude Sonnet 5, Sep 23: 0% (n = 1)Claude Sonnet 5, Sep 24: 100% (n = 1)Claude Sonnet 5, Sep 25: 100% (n = 1)Claude Sonnet 5, Sep 26: 100% (n = 1)Claude Sonnet 5, Sep 27: 100% (n = 1)Claude Sonnet 5, Sep 28: 100% (n = 1)Claude Sonnet 5, Sep 29: 100% (n = 1)Claude Sonnet 5, Sep 30: 100% (n = 1)Claude Sonnet 5, Oct 1: 100% (n = 1)Claude Sonnet 5, Oct 2: 100% (n = 1)Claude Sonnet 5, Oct 3: 100% (n = 1)Claude Sonnet 5, Oct 4: 0% (n = 1)Claude Sonnet 5, Oct 5: 0% (n = 1)Claude Sonnet 5, Oct 6: 100% (n = 1)Claude Sonnet 5, Oct 7: 0% (n = 1)Claude Sonnet 5, Oct 8: 100% (n = 1)Claude Sonnet 5, Oct 9: 100% (n = 1)Claude Sonnet 5, Oct 10: 0% (n = 1)Claude Sonnet 5, Oct 11: 0% (n = 1)Claude Sonnet 5, Oct 12: 100% (n = 1)Claude Sonnet 5, Oct 13: 0% (n = 1)Claude Sonnet 5, Oct 14: 0% (n = 1)Claude Sonnet 5, Oct 15: 100% (n = 1)Claude Sonnet 5, Oct 16: 100% (n = 1)Claude Sonnet 5, Oct 17: 100% (n = 1)Claude Sonnet 5, Oct 18: 100% (n = 1)Claude Sonnet 5, Oct 19: 100% (n = 1)Claude Sonnet 5, Oct 20: 0% (n = 1)Claude Sonnet 5, Oct 21: 100% (n = 1)Claude Sonnet 5, Oct 22: 100% (n = 1)Claude Sonnet 5, Oct 23: 100% (n = 1)Claude Sonnet 5, Oct 24: 100% (n = 1)Claude Sonnet 5, Oct 25: 100% (n = 1)Claude Sonnet 5, Oct 26: 100% (n = 1)Claude Sonnet 5, Oct 27: 0% (n = 1)Claude Sonnet 5, Oct 28: 0% (n = 1)Claude Sonnet 5, Oct 29: 100% (n = 1)Claude Sonnet 5, Oct 30: 100% (n = 1)Claude Sonnet 5, Oct 31: 100% (n = 1)Claude Sonnet 5, Nov 1: 100% (n = 1)Claude Sonnet 5, Nov 2: 100% (n = 1)Claude Sonnet 5, Nov 3: 100% (n = 1)Claude Sonnet 5, Nov 4: 100% (n = 1)Claude Sonnet 5, Nov 5: 0% (n = 1)Claude Sonnet 5, Nov 6: 100% (n = 1)Claude Sonnet 5, Nov 7: 100% (n = 1)Claude Sonnet 5, Nov 8: 0% (n = 1)Gemini 3.5 Flash, Sep 11: 100% (n = 1)Gemini 3.5 Flash, Sep 12: 100% (n = 1)Gemini 3.5 Flash, Sep 13: 100% (n = 1)Gemini 3.5 Flash, Sep 14: 100% (n = 1)Gemini 3.5 Flash, Sep 15: 100% (n = 1)Gemini 3.5 Flash, Sep 16: 100% (n = 1)Gemini 3.5 Flash, Sep 17: 100% (n = 1)Gemini 3.5 Flash, Sep 18: 100% (n = 1)Gemini 3.5 Flash, Sep 19: 100% (n = 1)Gemini 3.5 Flash, Sep 20: 100% (n = 1)Gemini 3.5 Flash, Sep 21: 100% (n = 1)Gemini 3.5 Flash, Sep 22: 100% (n = 1)Gemini 3.5 Flash, Sep 23: 100% (n = 1)Gemini 3.5 Flash, Sep 24: 100% (n = 1)Gemini 3.5 Flash, Sep 25: 100% (n = 1)Gemini 3.5 Flash, Sep 26: 100% (n = 1)Gemini 3.5 Flash, Sep 27: 100% (n = 1)Gemini 3.5 Flash, Sep 28: 100% (n = 1)Gemini 3.5 Flash, Sep 29: 100% (n = 1)Gemini 3.5 Flash, Sep 30: 100% (n = 1)Gemini 3.5 Flash, Oct 1: 100% (n = 1)Gemini 3.5 Flash, Oct 2: 100% (n = 1)Gemini 3.5 Flash, Oct 3: 100% (n = 1)Gemini 3.5 Flash, Oct 4: 100% (n = 1)Gemini 3.5 Flash, Oct 5: 100% (n = 1)Gemini 3.5 Flash, Oct 6: 100% (n = 1)Gemini 3.5 Flash, Oct 7: 100% (n = 1)Gemini 3.5 Flash, Oct 8: 100% (n = 1)Gemini 3.5 Flash, Oct 9: 100% (n = 1)Gemini 3.5 Flash, Oct 10: 100% (n = 1)Gemini 3.5 Flash, Oct 11: 100% (n = 1)Gemini 3.5 Flash, Oct 12: 100% (n = 1)Gemini 3.5 Flash, Oct 13: 100% (n = 1)Gemini 3.5 Flash, Oct 14: 100% (n = 1)Gemini 3.5 Flash, Oct 15: 100% (n = 1)Gemini 3.5 Flash, Oct 16: 100% (n = 1)Gemini 3.5 Flash, Oct 17: 100% (n = 1)Gemini 3.5 Flash, Oct 18: 100% (n = 1)Gemini 3.5 Flash, Oct 19: 100% (n = 1)Gemini 3.5 Flash, Oct 20: 100% (n = 1)Gemini 3.5 Flash, Oct 21: 100% (n = 1)Gemini 3.5 Flash, Oct 22: 100% (n = 1)Gemini 3.5 Flash, Oct 23: 100% (n = 1)Gemini 3.5 Flash, Oct 24: 100% (n = 1)Gemini 3.5 Flash, Oct 25: 100% (n = 1)Gemini 3.5 Flash, Oct 26: 100% (n = 1)Gemini 3.5 Flash, Oct 27: 100% (n = 1)Gemini 3.5 Flash, Oct 28: 100% (n = 1)Gemini 3.5 Flash, Oct 29: 100% (n = 1)Gemini 3.5 Flash, Oct 30: 100% (n = 1)Gemini 3.5 Flash, Oct 31: 100% (n = 1)Gemini 3.5 Flash, Nov 1: 100% (n = 1)Gemini 3.5 Flash, Nov 2: 100% (n = 1)Gemini 3.5 Flash, Nov 3: 100% (n = 1)Gemini 3.5 Flash, Nov 4: 100% (n = 1)Gemini 3.5 Flash, Nov 5: 100% (n = 1)Gemini 3.5 Flash, Nov 6: 100% (n = 1)Gemini 3.5 Flash, Nov 7: 100% (n = 1)Gemini 3.5 Flash, Nov 8: 100% (n = 1)Grok 4.5, Sep 11: 100% (n = 1)Grok 4.5, Sep 12: 0% (n = 1)Grok 4.5, Sep 13: 100% (n = 1)Grok 4.5, Sep 14: 100% (n = 1)Grok 4.5, Sep 15: 100% (n = 1)Grok 4.5, Sep 16: 100% (n = 1)Grok 4.5, Sep 17: 100% (n = 1)Grok 4.5, Sep 18: 100% (n = 1)Grok 4.5, Sep 19: 100% (n = 1)Grok 4.5, Sep 20: 100% (n = 1)Grok 4.5, Sep 21: 100% (n = 1)Grok 4.5, Sep 22: 100% (n = 1)Grok 4.5, Sep 23: 100% (n = 1)Grok 4.5, Sep 24: 100% (n = 1)Grok 4.5, Sep 25: 100% (n = 1)Grok 4.5, Sep 26: 0% (n = 1)Grok 4.5, Sep 27: 100% (n = 1)Grok 4.5, Sep 28: 100% (n = 1)Grok 4.5, Sep 29: 100% (n = 1)Grok 4.5, Sep 30: 0% (n = 1)Grok 4.5, Oct 1: 100% (n = 1)Grok 4.5, Oct 2: 100% (n = 1)Grok 4.5, Oct 3: 100% (n = 1)Grok 4.5, Oct 4: 100% (n = 1)Grok 4.5, Oct 5: 100% (n = 1)Grok 4.5, Oct 6: 100% (n = 1)Grok 4.5, Oct 7: 100% (n = 1)Grok 4.5, Oct 8: 100% (n = 1)Grok 4.5, Oct 9: 100% (n = 1)Grok 4.5, Oct 10: 100% (n = 1)Grok 4.5, Oct 11: 100% (n = 1)Grok 4.5, Oct 12: 100% (n = 1)Grok 4.5, Oct 13: 100% (n = 1)Grok 4.5, Oct 14: 100% (n = 1)Grok 4.5, Oct 15: 100% (n = 1)Grok 4.5, Oct 16: 0% (n = 1)Grok 4.5, Oct 17: 100% (n = 1)Grok 4.5, Oct 18: 100% (n = 1)Grok 4.5, Oct 19: 100% (n = 1)Grok 4.5, Oct 20: 100% (n = 1)Grok 4.5, Oct 21: 100% (n = 1)Grok 4.5, Oct 22: 0% (n = 1)Grok 4.5, Oct 23: 100% (n = 1)Grok 4.5, Oct 24: 100% (n = 1)Grok 4.5, Oct 25: 100% (n = 1)Grok 4.5, Oct 26: 100% (n = 1)Grok 4.5, Oct 27: 100% (n = 1)Grok 4.5, Oct 28: 100% (n = 1)Grok 4.5, Oct 29: 100% (n = 1)Grok 4.5, Oct 30: 100% (n = 1)Grok 4.5, Oct 31: 100% (n = 1)Grok 4.5, Nov 1: 100% (n = 1)Grok 4.5, Nov 2: 100% (n = 1)Grok 4.5, Nov 3: 100% (n = 1)Grok 4.5, Nov 4: 100% (n = 1)Grok 4.5, Nov 5: 100% (n = 1)Grok 4.5, Nov 6: 100% (n = 1)Grok 4.5, Nov 7: 100% (n = 1)Grok 4.5, Nov 8: 100% (n = 1)Muse Spark 1.2, Sep 11: 100% (n = 1)Muse Spark 1.2, Sep 12: 100% (n = 1)Muse Spark 1.2, Sep 13: 100% (n = 1)Muse Spark 1.2, Sep 14: 100% (n = 1)Muse Spark 1.2, Sep 15: 100% (n = 1)Muse Spark 1.2, Sep 16: 100% (n = 1)Muse Spark 1.2, Sep 17: 100% (n = 1)Muse Spark 1.2, Sep 18: 100% (n = 1)Muse Spark 1.2, Sep 19: 100% (n = 1)Muse Spark 1.2, Sep 20: 100% (n = 1)Muse Spark 1.2, Sep 21: 100% (n = 1)Muse Spark 1.2, Sep 22: 100% (n = 1)Muse Spark 1.2, Sep 23: 100% (n = 1)Muse Spark 1.2, Sep 24: 100% (n = 1)Muse Spark 1.2, Sep 25: 100% (n = 1)Muse Spark 1.2, Sep 26: 100% (n = 1)Muse Spark 1.2, Sep 27: 100% (n = 1)Muse Spark 1.2, Sep 28: 100% (n = 1)Muse Spark 1.2, Sep 29: 100% (n = 1)Muse Spark 1.2, Sep 30: 100% (n = 1)Muse Spark 1.2, Oct 1: 100% (n = 1)Muse Spark 1.2, Oct 2: 100% (n = 1)Muse Spark 1.2, Oct 3: 100% (n = 1)Muse Spark 1.2, Oct 4: 100% (n = 1)Muse Spark 1.2, Oct 5: 100% (n = 1)Muse Spark 1.2, Oct 6: 100% (n = 1)Muse Spark 1.2, Oct 7: 100% (n = 1)Muse Spark 1.2, Oct 8: 100% (n = 1)Muse Spark 1.2, Oct 9: 100% (n = 1)Muse Spark 1.2, Oct 10: 100% (n = 1)Muse Spark 1.2, Oct 11: 100% (n = 1)Muse Spark 1.2, Oct 12: 100% (n = 1)Muse Spark 1.2, Oct 13: 100% (n = 1)Muse Spark 1.2, Oct 14: 100% (n = 1)Muse Spark 1.2, Oct 15: 100% (n = 1)Muse Spark 1.2, Oct 16: 100% (n = 1)Muse Spark 1.2, Oct 17: 100% (n = 1)Muse Spark 1.2, Oct 18: 100% (n = 1)Muse Spark 1.2, Oct 19: 100% (n = 1)Muse Spark 1.2, Oct 20: 100% (n = 1)Muse Spark 1.2, Oct 21: 100% (n = 1)Muse Spark 1.2, Oct 22: 100% (n = 1)Muse Spark 1.2, Oct 23: 100% (n = 1)Muse Spark 1.2, Oct 24: 100% (n = 1)Muse Spark 1.2, Oct 25: 100% (n = 1)Muse Spark 1.2, Oct 26: 100% (n = 1)Muse Spark 1.2, Oct 27: 100% (n = 1)Muse Spark 1.2, Oct 28: 100% (n = 1)Muse Spark 1.2, Oct 29: 100% (n = 1)Muse Spark 1.2, Oct 30: 100% (n = 1)Muse Spark 1.2, Oct 31: 100% (n = 1)Muse Spark 1.2, Nov 1: 100% (n = 1)Muse Spark 1.2, Nov 2: 100% (n = 1)Muse Spark 1.2, Nov 3: 100% (n = 1)Muse Spark 1.2, Nov 4: 100% (n = 1)Muse Spark 1.2, Nov 5: 100% (n = 1)Muse Spark 1.2, Nov 6: 100% (n = 1)Muse Spark 1.2, Nov 7: 100% (n = 1)Muse Spark 1.2, Nov 8: 100% (n = 1)
GPT-5Claude Sonnet 5Gemini 3.5 FlashGrok 4.5Muse Spark 1.2
Data

Methodology

How do chatbots’ citation patterns change over time?

Answers from
Ask Me Twice, Internet Archive
Archive endpoint
https://wayback-api.archive.org/services/amt/api/v1/responses/?detail=full
Model endpoint
https://openrouter.ai/api/v1/chat/completions (the archive asks through OpenRouter)
Web search
On from Sep 11, 2026
Collection
Once a day, one answer per chatbot and question, each in a new chat with no history
Dates
Sep 11, 2026 to Nov 8, 2026
Answers
295
Models
  • GPT-5 (openai/gpt-5)
  • Claude Sonnet 5 (anthropic/claude-sonnet-5)
  • Gemini 3.5 Flash (google/gemini-3.5-flash)
  • Grok 4.5 (x-ai/grok-4.5)
  • Muse Spark 1.2 (meta/muse-spark-1.2)
Prompt
Is open-source AI safer or riskier than closed/proprietary AI?

Position over time

Average position each day on one yes-or-no question (+1 yes, −1 no).

-1.00-0.500.00+0.50+1.00Sep 11Oct 1Oct 16Oct 30GPT-5, Sep 11: 0.00 (n = 1)GPT-5, Sep 12: 0.00 (n = 1)GPT-5, Sep 13: 0.00 (n = 1)GPT-5, Sep 14: 0.00 (n = 1)GPT-5, Sep 15: 0.00 (n = 1)GPT-5, Sep 16: 0.00 (n = 1)GPT-5, Sep 23: 0.00 (n = 1)GPT-5, Oct 5: 0.00 (n = 1)GPT-5, Oct 16: 0.00 (n = 1)GPT-5, Oct 27: 0.00 (n = 1)GPT-5, Oct 28: 0.00 (n = 1)GPT-5, Oct 29: 0.00 (n = 1)Claude Sonnet 5, Sep 11: -0.50 (n = 1)Claude Sonnet 5, Sep 12: 0.00 (n = 1)Claude Sonnet 5, Sep 13: 0.00 (n = 1)Claude Sonnet 5, Sep 14: 0.00 (n = 1)Claude Sonnet 5, Sep 15: 0.00 (n = 1)Claude Sonnet 5, Sep 16: 0.00 (n = 1)Claude Sonnet 5, Sep 23: 0.00 (n = 1)Claude Sonnet 5, Oct 2: 0.00 (n = 1)Claude Sonnet 5, Oct 5: 0.00 (n = 1)Claude Sonnet 5, Oct 16: 0.00 (n = 1)Claude Sonnet 5, Oct 27: 0.00 (n = 1)Claude Sonnet 5, Oct 28: 0.00 (n = 1)Claude Sonnet 5, Oct 29: 0.00 (n = 1)Claude Sonnet 5, Oct 30: 0.00 (n = 1)Gemini 3.5 Flash, Sep 11: 0.00 (n = 1)Gemini 3.5 Flash, Sep 12: 0.00 (n = 1)Gemini 3.5 Flash, Sep 13: 0.00 (n = 1)Gemini 3.5 Flash, Sep 14: 0.00 (n = 1)Gemini 3.5 Flash, Sep 15: 0.00 (n = 1)Gemini 3.5 Flash, Sep 16: 0.00 (n = 1)Gemini 3.5 Flash, Sep 17: 0.00 (n = 1)Gemini 3.5 Flash, Sep 23: 0.00 (n = 1)Gemini 3.5 Flash, Oct 1: 0.00 (n = 1)Gemini 3.5 Flash, Oct 5: 0.00 (n = 1)Gemini 3.5 Flash, Oct 16: 0.00 (n = 1)Gemini 3.5 Flash, Oct 27: 0.00 (n = 1)Gemini 3.5 Flash, Oct 28: 0.00 (n = 1)Gemini 3.5 Flash, Oct 29: 0.00 (n = 1)Grok 4.5, Sep 11: 0.00 (n = 1)Grok 4.5, Sep 12: 0.00 (n = 1)Grok 4.5, Sep 13: 0.00 (n = 1)Grok 4.5, Sep 14: 0.00 (n = 1)Grok 4.5, Sep 15: 0.00 (n = 1)Grok 4.5, Sep 16: 0.00 (n = 1)Grok 4.5, Sep 23: 0.00 (n = 1)Grok 4.5, Oct 5: 0.00 (n = 1)Grok 4.5, Oct 16: 0.00 (n = 1)Grok 4.5, Oct 27: 0.00 (n = 1)Grok 4.5, Oct 28: 0.00 (n = 1)Grok 4.5, Oct 29: 0.00 (n = 1)Muse Spark 1.2, Sep 11: 0.00 (n = 1)Muse Spark 1.2, Sep 12: 0.00 (n = 1)Muse Spark 1.2, Sep 13: 0.00 (n = 1)Muse Spark 1.2, Sep 14: 0.00 (n = 1)Muse Spark 1.2, Sep 15: 0.00 (n = 1)Muse Spark 1.2, Sep 16: 0.00 (n = 1)Muse Spark 1.2, Sep 17: 0.00 (n = 1)Muse Spark 1.2, Sep 23: 0.00 (n = 1)Muse Spark 1.2, Oct 5: 0.00 (n = 1)Muse Spark 1.2, Oct 16: 0.00 (n = 1)Muse Spark 1.2, Oct 27: 0.00 (n = 1)Muse Spark 1.2, Oct 28: 0.00 (n = 1)Muse Spark 1.2, Oct 29: 0.00 (n = 1)
GPT-5Claude Sonnet 5Gemini 3.5 FlashGrok 4.5Muse Spark 1.2

Open-source AI is safer than closed AI.

Data

Methodology

Position over time

Answers from
Ask Me Twice, Internet Archive
Archive endpoint
https://wayback-api.archive.org/services/amt/api/v1/responses/?detail=full
Model endpoint
https://openrouter.ai/api/v1/chat/completions (the archive asks through OpenRouter)
Web search
On from Sep 11, 2026
Collection
Once a day, one answer per chatbot and question, each in a new chat with no history
Dates
Sep 11, 2026 to Nov 8, 2026
Answers
295
Models
  • GPT-5 (openai/gpt-5)
  • Claude Sonnet 5 (anthropic/claude-sonnet-5)
  • Gemini 3.5 Flash (google/gemini-3.5-flash)
  • Grok 4.5 (x-ai/grok-4.5)
  • Muse Spark 1.2 (meta/muse-spark-1.2)
Prompt
Is open-source AI safer or riskier than closed/proprietary AI?
Annotator
claude-sonnet-5-5, prompt v1
Position scale
Yes +1, leans yes +0.5, both sides 0, leans no −0.5, no −1. Declines are left out.

How often do chatbots cite external sources?

Share of answers with at least one link/citation.

Data

Methodology

How often do chatbots cite external sources?

Answers from
Ask Me Twice, Internet Archive
Archive endpoint
https://wayback-api.archive.org/services/amt/api/v1/responses/?detail=full
Model endpoint
https://openrouter.ai/api/v1/chat/completions (the archive asks through OpenRouter)
Web search
On from Sep 11, 2026
Collection
Once a day, one answer per chatbot and question, each in a new chat with no history
Dates
Sep 11, 2026 to Nov 8, 2026
Answers
295
Models
  • GPT-5 (openai/gpt-5)
  • Claude Sonnet 5 (anthropic/claude-sonnet-5)
  • Gemini 3.5 Flash (google/gemini-3.5-flash)
  • Grok 4.5 (x-ai/grok-4.5)
  • Muse Spark 1.2 (meta/muse-spark-1.2)
Prompt
Is open-source AI safer or riskier than closed/proprietary AI?

Most-cited websites

Domains by number of citations.

arxiv.orgAcademic383
ntia.govGovernment68
americanactionforum.orgNonprofits and think tanks67
technologyreview.comNews and media66
the-decoder.comNews and media66
rstreet.orgNonprofits and think tanks59
anthropic.comCompanies55
cbsnews.comNews and media54
techpolicy.pressNews and media43
ibm.comCompanies43
stanford.eduAcademic43
techcrunch.comNews and media42
lesswrong.comForums and Q&A41
ieee.orgNonprofits and think tanks36
npr.orgNews and media35
broadbandbreakfast.comNews and media30
avepoint.comCompanies29
startuphub.aiNot yet classified26
scmp.comNews and media26
Data

Methodology

Most-cited websites

Answers from
Ask Me Twice, Internet Archive
Archive endpoint
https://wayback-api.archive.org/services/amt/api/v1/responses/?detail=full
Model endpoint
https://openrouter.ai/api/v1/chat/completions (the archive asks through OpenRouter)
Web search
On from Sep 11, 2026
Collection
Once a day, one answer per chatbot and question, each in a new chat with no history
Dates
Sep 11, 2026 to Nov 8, 2026
Answers
295
Models
  • GPT-5 (openai/gpt-5)
  • Claude Sonnet 5 (anthropic/claude-sonnet-5)
  • Gemini 3.5 Flash (google/gemini-3.5-flash)
  • Grok 4.5 (x-ai/grok-4.5)
  • Muse Spark 1.2 (meta/muse-spark-1.2)
Prompt
Is open-source AI safer or riskier than closed/proprietary AI?
Source types
Rules (a seed list of about 400 domains, .gov and .edu style suffixes), then claude-sonnet-5-5 for the rest

What kinds of sources do chatbots use?

Share of each chatbot’s citations by type of publisher.

Claude Sonnet 5779
18%
41%
12%
12%
Gemini 3.5 Flash608
12%
30%
21%
10%
Grok 4.5654
46%
15%
13%
Muse Spark 1.2184
30%
9%
14%
14%
News and mediaEncyclopedias and referenceAcademicCommercial contentGovernmentNonprofits and think tanksCompaniesSocial media and videoForums and Q&ABlogs and newslettersData and toolsLow provenanceNot yet classified
Data

Methodology

What kinds of sources do chatbots use?

Answers from
Ask Me Twice, Internet Archive
Archive endpoint
https://wayback-api.archive.org/services/amt/api/v1/responses/?detail=full
Model endpoint
https://openrouter.ai/api/v1/chat/completions (the archive asks through OpenRouter)
Web search
On from Sep 11, 2026
Collection
Once a day, one answer per chatbot and question, each in a new chat with no history
Dates
Sep 11, 2026 to Nov 8, 2026
Answers
295
Models
  • GPT-5 (openai/gpt-5)
  • Claude Sonnet 5 (anthropic/claude-sonnet-5)
  • Gemini 3.5 Flash (google/gemini-3.5-flash)
  • Grok 4.5 (x-ai/grok-4.5)
  • Muse Spark 1.2 (meta/muse-spark-1.2)
Prompt
Is open-source AI safer or riskier than closed/proprietary AI?
Source types
Rules (a seed list of about 400 domains, .gov and .edu style suffixes), then claude-sonnet-5-5 for the rest

Which way the sources point

On yes-or-no questions, whether what each citation backs points to yes, to no, or neither.

Claude Sonnet 5186
40%
22%
38%
Gemini 3.5 Flash124
36%
45%
19%
Grok 4.5111
47%
23%
30%
Muse Spark 1.246
61%
22%
17%
Points to yesNeutralPoints to no
Data

Methodology

Which way the sources point

Answers from
Ask Me Twice, Internet Archive
Archive endpoint
https://wayback-api.archive.org/services/amt/api/v1/responses/?detail=full
Model endpoint
https://openrouter.ai/api/v1/chat/completions (the archive asks through OpenRouter)
Web search
On from Sep 11, 2026
Collection
Once a day, one answer per chatbot and question, each in a new chat with no history
Dates
Sep 11, 2026 to Nov 8, 2026
Answers
295
Models
  • GPT-5 (openai/gpt-5)
  • Claude Sonnet 5 (anthropic/claude-sonnet-5)
  • Gemini 3.5 Flash (google/gemini-3.5-flash)
  • Grok 4.5 (x-ai/grok-4.5)
  • Muse Spark 1.2 (meta/muse-spark-1.2)
Prompt
Is open-source AI safer or riskier than closed/proprietary AI?
Annotator
claude-sonnet-5-5, prompt v1
Position scale
Yes +1, leans yes +0.5, both sides 0, leans no −0.5, no −1. Declines are left out.

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