EX2 is the current creator-performance engine
EX2 contributes roughly 44.8% of detailed views and 68.3% of detailed interactions in the current ingested dataset.
Turn observed performance signals into concrete next actions for Marketing, PR and Performance.
EX2 contributes roughly 44.8% of detailed views and 68.3% of detailed interactions in the current ingested dataset.
Domelipa leads scale and interaction volume, while Emilio Marcos, Jorge Lozano and Monica Llaca lead explicit positive sentiment in the source summaries.
These message clusters carry the most tracked views, but the result is observational because creator/model mix is not controlled.
The source narrative reports fewer objections around origin, quality and parts availability, with more comments indicating intent to see or own the vehicle.
Only 29 of 75 dealer rows currently have an aggregate rating and no row-level Google Reviews corpus is connected yet.
Use the strongest existing creative as paid test inventory rather than starting every test from a new production.
Move from sampled qualitative observations toward a reproducible comment and topic dataset.
Complete review ingestion so customer experience becomes part of the same decision system as creator and brand performance.
Each new workstream should emerge from an unresolved decision: amplification, social intelligence, dealer reputation, lead journey or measurement.