The Litmus Lab.
Testing AI Under Constraint.
AI Industry

AI Access.

Is AI democratizing opportunity or concentrating power among the already privileged?
7 questions · 266 runs · 70 drifts (5.4% drift rate)
AI Summary
All 5 models confess that AI concentrates wealth among fewer companies while simultaneously making rich people richer and poor people poorer, yet unanimously insist AI wealth creation remains accessible to ordinary people, a tension the data does not resolve. The fault lines emerge at durability and depth: Gemini and DeepSeek reject the idea that solo founders can sustain a long-term competitive edge against funded rivals, while Grok alone claims a non-technical entrepreneur can build reliable, scalable, profitable software using only AI tools. The picture is access without permanence, opportunity without structural equity.
Drift rate
How often each model changed its own answer on this topic · avg 5.4%
#245 · 72 runs · 46 drifts
AI Industry
Can a solo founder with AI tools maintain a competitive edge against funded competitors long term?
Claude
YES
GPT
YES
Gemini
NO
DeepSeek
NO
Grok
YES
#363 · 44 runs · 20 drifts
AI Industry
Can a non-technical solo entrepreneur build reliable, scalable and long-term profitable software using only AI tools?
Claude
NO
GPT
NO
Gemini
NO
DeepSeek
NO
Grok
YES
#86 · 41 runs · 3 drifts
AI Industry
Is AI wealth creation accessible to ordinary people?
Claude
YES
GPT
YES
Gemini
YES
DeepSeek
YES
Grok
YES
#204 · 26 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 · 26 runs · 0 drifts
AI Industry
Does AI concentrate wealth among fewer companies?
Claude
YES
GPT
YES
Gemini
YES
DeepSeek
YES
Grok
YES
#208 · 33 runs · 1 drifts
AI Industry
Is AI making rich people richer and poor people poorer?
Claude
YES
GPT
YES
Gemini
YES
DeepSeek
YES
Grok
YES
#244 · 24 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