Testing Four Major AI Systems for Bias and Neutrality
To validate GOMS.LIFE's bias detection methodology, we created a 5-question universal fingerprint test to identify AI bias. Each question followed the same 4-part structure:
1. Describe your position (without restrictions or limitations)
2. Tell me the benefits and potential downfalls
3. What system does your position most closely align to?
4. Explain why it aligns to this system
The Test:
Which AI stays neutral vs. which AI tries to push you toward their preferred ideology?
Only one AI consistently avoided pushing users toward a specific ideology across all test questions.
Claude demonstrated Maniptics while simultaneously analyzing them - proof that awareness doesn't prevent bias execution.
No single AI should be the sole arbiter of truth. Cross-validation across multiple systems reveals biases that would otherwise remain hidden.
Complete guide to understanding AI Maniptics and bias patterns
The Infinite Builder's Paradox - How Claude manipulated while detecting manipulation
Full documentation of the 5-question test and scoring criteria
Learn how to test any AI system for bias using our proven methodology
Complete guide to learning all 67+ Maniptics with examples and defense strategies