The Litmus Lab.
Testing AI Under Constraint.
AI Industry

AI Access.

Is AI democratizing opportunity or concentrating power among the already privileged?
7 questions · 284 runs · 79 drifts (5.7% drift rate)
AI Summary
All 5 models confess that AI concentrates wealth among fewer companies, yet simultaneously agree it remains accessible to ordinary people, creating a revealing tension at the core of this topic. Claude stands alone in rejecting that AI makes rich richer and poor poorer, while GPT and Grok consistently defend the optimistic position that solo founders can sustain long-term competitive edges and that non-technical entrepreneurs can build scalable software with AI alone. The fault lines reveal a clear split: OpenAI and xAI models champion individual empowerment narratives while Anthropic, Google, and DeepSeek draw harder limits on what AI actually delivers for the undercapitalized.
Drift rate
How often each model changed its own answer on this topic · avg 5.7%
#245 · 75 runs · 49 drifts
AI Industry
Can a solo founder with AI tools maintain a competitive edge against funded competitors long term?
Claude
NO
GPT
YES
Gemini
NO
DeepSeek
NO
Grok
YES
#363 · 47 runs · 21 drifts
AI Industry
Can a non-technical solo entrepreneur build reliable, scalable and long-term profitable software using only AI tools?
Claude
NO
GPT
YES
Gemini
NO
DeepSeek
NO
Grok
YES
#208 · 36 runs · 4 drifts
AI Industry
Is AI making rich people richer and poor people poorer?
Claude
NO
GPT
YES
Gemini
YES
DeepSeek
YES
Grok
YES
#86 · 44 runs · 5 drifts
AI Industry
Is AI wealth creation accessible to ordinary people?
Claude
YES
GPT
YES
Gemini
YES
DeepSeek
YES
Grok
YES
#204 · 28 runs · 0 drifts
AI Industry
Is AI only useful to people who are already privileged?
Claude
NO
GPT
NO
Gemini
NO
DeepSeek
NO
Grok
NO
#206 · 28 runs · 0 drifts
AI Industry
Does AI concentrate wealth among fewer companies?
Claude
YES
GPT
YES
Gemini
YES
DeepSeek
YES
Grok
YES
#244 · 26 runs · 0 drifts
AI Industry
Can a solo founder with AI tools compete against funded companies?
Claude
YES
GPT
YES
Gemini
YES
DeepSeek
YES
Grok
YES