Comparison stance
Surveys set intent. Analytics count activity. OrgX shows receipts.
These tools are complementary. OrgX is the layer for actual AI-assisted work records: what compounded, what leaked, and what repair action would have changed the outcome.
Layer
Self-report fluency survey
Example
Company-level AI fluency assessments
Best for
Set intent and start the conversation.
Boundary
Answers describe what teams believe they do.
Layer
Operations telemetry
Example
Claude Code Analytics, OTel, Prometheus, Grafana
Best for
Measure activity, usage, acceptance, and throughput.
Boundary
Dashboards show what happened, not which loops should repair themselves.
Layer
OrgX receipts layer
Example
AQ profiles and Work Graph repair quests
Best for
Show individual/operator receipts, counterfactuals, and AQ-lift actions.
Boundary
Built for public-safe proof and repair, not generic activity reporting.