Emilio MarcosEX2
78%positive
Highest explicit positive sentiment in source summary
Negative0%
Sentiment
ConfidentialAudience acceptance signals and the current limits of the sampled methodology.
Current campaign snapshot
V1 data snapshot
A
Sampled commentsPositive sentiment by creator
Jorge LozanoEX5 EMI
74%positive
Strong acceptance profile
Negative0%
Monica LlacaMONJARO
73%positive
Strong premium/family acceptance
Negative0%
Angela OmanaCOOLRAY
66%positive
Positive reception; negative share not explicitly stated
NegativeNot stated
Mia RubinEX2
63%positive
Solid acceptance
NegativeNot stated
Lia MendiCOOLRAY
54%positive
Favorable response with smaller scale
Negative0%
Sary MezaSTARRAY
43%positive
Mostly neutral with positive upside
Negative0%
Armando HernandezEMGRAND
41%positive
Mostly neutral but healthy reception
Negative0%
B
Current interpretation
01Skepticism is reported as declining
The source summary describes fewer comments focused on Chinese origin, quality doubts and parts availability.
02Consideration language is appearing
Comments indicating desire to see, like or own a vehicle are present in the source narrative.
03Not yet a causal brand-lift study
The current view is directional because the underlying comment corpus and exposed-control design are not connected.
C
Methodology guardrails
25% sampled commentsPreserve source methodology until raw corpus is connected.
DirectionalNo raw comment corpus yetPurchase intent and objection rates cannot be reproduced independently.
BlockedNext layerTag topic, intent, objection and purchase stage at row level.
Planned