04 · Positioning
FreQNC measures the human oversight capacity that governance, observability and AI-enabled work all depend on.
| Capability | FreQNC | Credo AI | Fiddler AI | Worklytics |
|---|---|---|---|---|
| AI governance & risk | Adjacent | Core | Adjacent | Not core |
| AI / agent observability | Adjacent | Adjacent | Core | Not core |
| Workforce & AI adoption analytics | Adjacent | Not core | Not core | Core |
| Measures oversight demand | Core | Adjacent | Adjacent | Not core |
| Measures qualified human oversight capacity | Core | Not core | Not core | Not core |
| Identifies human oversight pressure | Core | Not core | Not core | Not core |
Comparison reflects primary product positioning and intended FreQNC scope. FreQNC is pre-MVP.