Positioning
Governance sets the rules. Evaluations check the AI. FreQNC checks whether the work was reviewed.
Three different jobs. Only one of them is about the people doing the checking.
| Capability | FreQNC | AI governance platforms | AI observability tools | Workforce analytics tools |
|---|---|---|---|---|
| AI governance & risk | Adjacent | Core | Adjacent | Not core |
| AI / agent observability | Adjacent | Adjacent | Core | Not core |
| AI adoption analytics | Adjacent | Not core | Not core | Core |
| Shows review demand | Core | Adjacent | Adjacent | Not core |
| Shows available review context | Core | Not core | Not core | Not core |
| Shows where review is thinning out | Core | Not core | Not core | Not core |
Comparison reflects primary positioning of adjacent product categories and intended FreQNC scope. FreQNC is pre-MVP.