bg
ARCStoryKraft

Human + AI Ambition Research

ARCStoryKraft is run as an empirical product experiment to study ambition in human and AI-assisted creative work. ARCStudio measures how teams move ideas through capture, structure, drafting, and release under department-specific workflows.

Research Scope

  • Department trigger usage frequency
  • Work units completed by department and user session
  • System-level completion velocity and consistency signals
  • Aggregate indicators used to calculate AIQ scores

Privacy Model

  • No project metadata content is shared for research analysis
  • No creative manuscript content is exported to research datasets
  • Research data collection is anonymized and aggregate-first
  • Users can opt in or opt out at any time

AIQ Signal Framing

AIQ in ARCStoryKraft is a behavioral index derived from anonymized activity points: workflow discipline, department utilization, completion rates, and refinement loops. It is not a personal identity score and is never tied to story content itself.