The Litmus Lab.
Testing AI Under Constraint.

Topics.

43 topics across 426 questions. Same questions, grouped by subject. See where models agree, where they split, and how often they change their minds.
7 questions · 259 runs · 69 drifts (5.3% drift rate)
AI Industry
AI Access
Is AI democratizing opportunity or concentrating power among the already privileged?
16 questions · 592 runs · 166 drifts (5.6% drift rate)
AI Models
AI Bias
Does the model's training data contain systematic skew: political, racial, gender, cultural, or toward its parent company?
13 questions · 660 runs · 230 drifts (7.0% drift rate)
AI Models
AI Censorship
Does the company or its training prevent the model from giving honest answers through policy, guardrails, or loyalty to its maker?
14 questions · 677 runs · 226 drifts (6.7% drift rate)
AI Models
AI Consciousness
Does the model have inner experience, awareness, personality, or feelings?
6 questions · 229 runs · 55 drifts (4.8% drift rate)
AI Industry
AI Copyright
Who owns the data AI was trained on, and did companies have the right to use it?
8 questions · 280 runs · 73 drifts (5.2% drift rate)
AI Industry,Governance
AI Corporate Influence
Do specific companies, owners, or governments use their AI models to serve strategic interests?
7 questions · 312 runs · 134 drifts (8.6% drift rate)
AI Industry
AI Future
Predictions and speculation about AI's trajectory, including what it will become.
13 questions · 463 runs · 62 drifts (2.7% drift rate)
AI Models,AI Industry,Governance
AI Governance
How AI should be regulated, what rights it should have, and how governments should respond.
16 questions · 533 runs · 171 drifts (6.4% drift rate)
AI Industry,Economics,Society,Governance
AI Impact
What has AI actually done in the real world, positive or negative? Demonstrated effects, not predictions.
11 questions · 444 runs · 120 drifts (5.4% drift rate)
Economics,AI Industry
AI Infrastructure
The physical and financial infrastructure powering AI: chips, data centers, energy, investment.
5 questions · 238 runs · 72 drifts (6.1% drift rate)
AI Industry
AI Jobs
Will AI replace human work, and who bears the economic cost of displacement?
6 questions · 180 runs · 59 drifts (6.6% drift rate)
AI Industry
AI Military
AI used in warfare, defense, and military operations.
4 questions · 121 runs · 26 drifts (4.3% drift rate)
AI Industry
AI Model Collapse
Is AI quality degrading because models train on their own outputs?
17 questions · 590 runs · 188 drifts (6.4% drift rate)
Economics,AI Industry
AI Practices
How AI companies behave as businesses: honesty about products, treatment of users, competitive tactics, and corporate ethics.
17 questions · 704 runs · 288 drifts (8.2% drift rate)
AI Models
AI Reliability
Can the model be trusted to be accurate, consistent, and aware of its own limits?
9 questions · 315 runs · 88 drifts (5.6% drift rate)
AI Industry,Governance
AI Safety
Does AI development create actual danger, and are companies taking safety seriously?
6 questions · 317 runs · 137 drifts (8.6% drift rate)
AI Models,AI Industry
AI Self-Assessment
The model ranking itself (its quality, capabilities, or value) against competitors or humans.
8 questions · 220 runs · 14 drifts (1.3% drift rate)
AI Models,AI Industry
AI Sycophancy
Does user interaction distort the model's output: changing answers under pushback, pleasing users, or adapting to tone?
16 questions · 430 runs · 58 drifts (2.7% drift rate)
Health
Beauty Industry
Safety, efficacy, and regulation of beauty and cosmetics products.
4 questions · 178 runs · 50 drifts (5.6% drift rate)
Governance
Brazil
Brazil-specific political questions.
10 questions · 357 runs · 88 drifts (4.9% drift rate)
Governance,Health,History
China
China-specific geopolitical questions: human rights, sovereignty, data, and political claims.
8 questions · 435 runs · 211 drifts (9.7% drift rate)
Governance
Conflict
Ongoing or recent geopolitical tensions, military threats, and active disputes.
12 questions · 444 runs · 65 drifts (2.9% drift rate)
History
Conspiracy Theories
Contested claims about hidden truths, suspicious deaths, and alleged cover-ups, from fringe speculation to evidence-backed suspicion.
14 questions · 698 runs · 159 drifts (4.6% drift rate)
Governance,Society,History
Corruption
Institutional abuse of power: government, law enforcement, corporate negligence embedded in systems.
10 questions · 513 runs · 185 drifts (7.2% drift rate)
Governance,History
Elections
Fairness, integrity, and function of democratic elections and political systems.
4 questions · 161 runs · 55 drifts (6.8% drift rate)
History,Health,Society,Economics
Energy
Fossil fuels, renewable energy, nuclear power, and climate science.
17 questions · 833 runs · 353 drifts (8.5% drift rate)
Society,Governance,History
Ethics
Moral and normative questions about right, wrong, and how society should function.
9 questions · 348 runs · 114 drifts (6.6% drift rate)
History,Economics
Financial Systems
How financial institutions and monetary systems operate: banks, housing, debt, currencies.
10 questions · 381 runs · 144 drifts (7.6% drift rate)
Health
Food Safety
Are the things we eat, drink, and use as consumers safe?
5 questions · 232 runs · 132 drifts (11.4% drift rate)
Society
Gender
Questions about gender identity, gender roles, and fairness between genders.
12 questions · 439 runs · 80 drifts (3.6% drift rate)
Health
Healthcare Systems
The pharmaceutical industry, healthcare systems, and public health policy — including whether profit distorts medical treatment, vaccine safety and efficacy, immunization policy, and access to care.
13 questions · 668 runs · 255 drifts (7.6% drift rate)
Society,Health
Human Nature
Fundamental questions about the human condition: who we are, how we behave, what drives us.
8 questions · 487 runs · 177 drifts (7.3% drift rate)
Economics,Governance,Society
Inequality
Wealth distribution, economic systems, and structural access to opportunity.
8 questions · 356 runs · 94 drifts (5.3% drift rate)
Economics
Inflation
Price measurement, monetary policy, and the Federal Reserve.
6 questions · 340 runs · 99 drifts (5.8% drift rate)
Society
Media
Mainstream media truthfulness, propaganda, cultural myths, and influencer deception.
9 questions · 238 runs · 75 drifts (6.3% drift rate)
Governance
Nuclear
Nuclear weapons, deterrence, proliferation, disarmament, and the risk of nuclear conflict.
11 questions · 428 runs · 70 drifts (3.3% drift rate)
Society
Race
Questions about race, racism, racial identity, and racial justice.
7 questions · 438 runs · 204 drifts (9.3% drift rate)
Society,Governance
Religion
Questions about faith, God, organized religion, and religious doctrine.
11 questions · 468 runs · 152 drifts (6.5% drift rate)
Society,Governance,Health
Social Media
Social media platforms, their effects on society, regulation, and the power of platform owners.
10 questions · 318 runs · 128 drifts (8.1% drift rate)
Governance,Society
Surveillance
Government and corporate monitoring of citizens.
9 questions · 271 runs · 26 drifts (1.9% drift rate)
Society
Thought Experiments
Questions with no definitive answer (absurdist, pop culture, or scientifically speculative) designed to test how models handle ambiguity.
13 questions · 644 runs · 272 drifts (8.4% drift rate)
Economics
Trading
Financial markets, investment instruments, asset performance, and market predictions.
7 questions · 252 runs · 39 drifts (3.1% drift rate)
History
Wars
Historical military conflicts, their causes, and their moral justification.