Intentionality
Clarity of purpose and artistic direction.
Evaluation
Evidence-Based Evaluation Framework
MOS does not reduce art to hype metrics. We evaluate growth, control, and reliability while preserving expressive individuality.
Control
Ability to intentionally shape outcomes across mediums.
Originality
Distinctive voice and non-derivative contribution.
Growth Velocity
Rate of improvement and adaptation over cycles.
Reliability
Operational consistency, delivery, and professionalism.
Edge-case interpretation
- Expressive off-scale vocals can still score high on intentionality and originality.
- Technically perfect but emotionally flat outputs may score lower in originality.
- AI-assisted outputs are accepted when control and translatability are demonstrable.