AI Output Variance and Structured Output Guard
The Real Problem
Section titled “The Real Problem”Modern AI systems are probabilistic, not deterministic.
The same prompt can produce:
- Slightly different structure
- Different tone
- Different reasoning depth
- Occasionally unsafe or non-compliant output