The substrate position for attributing AI interactions to the customers who generated them.
A canonical coordinate for AI systems that trace, credit, and attribute customer-level signals — for personalization, revenue attribution, and accountable AI.
Matched pair · sold together
Held and transacted as one position. A matched .ai + .com pair forecloses its own most common confusable — one coordinate, not two names.
Coordinated sets this position belongs to — the coverage it extends. Counts are the live cluster size in the graph.
Primary home
Also appears in
Architectural context
Attribution · Cross-Vertical · 2 compound moats. Architectural surface: Attribution.
Layer position: Substrate (L1)
Why this is canonical
'Customer attribution' names a persistent commercial and technical problem: which customer touchpoints, interactions, or data contributions produced which outcomes. Resolved at the AI layer, this is the backbone of personalized experience, revenue accounting, and responsible AI in customer-facing systems.
Where it fits
A few directions this coordinate opens —
Illustrative, not exhaustive — held as a transferable canonical position, open to the buyer's own use.