Limitations & Fairness
What Nanorater can and cannot do (limitations, bias, and responsible use)
Dec 27, 2025
Summary
Nanorater provides AI-generated feedback for photos. Like all AI systems, it has limitations.
Please treat results as guidance, not an objective truth about your worth or appearance.
AI limitations
- Results can be inconsistent across similar photos
- Small changes (lighting, crop, compression) can change outputs
- The model can miss context or misunderstand intent
Bias and fairness
AI systems can reflect biases present in data and evaluation patterns.
That means outcomes may be imperfect across different:
- skin tones
- ages
- genders
- cultural aesthetics
- camera quality and lighting conditions
We aim to improve this over time, but we cannot guarantee perfectly fair outcomes.
Not for minors
This product is intended for adults. Do not upload photos of minors.
What you should do with the feedback
Use Nanorater for actionable photo improvements:
- lighting
- framing
- expression
- background
- styling
Avoid using it to make high-stakes decisions or to label yourself with a permanent judgment.
Contact
If you believe an output is unsafe, biased, or inappropriate, contact support so we can review and improve safeguards.