Validation Moves From Emotion Labels To Outcomes
Claiming a model identifies an emotional state invites a scientific argument the vendor generally loses. Claiming it predicts call escalation, driver inattention, or basket abandonment invites a measurement the vendor can win, because the outcome is observable and the customer already records it. Around 41% of deployments are now validated that way, and the proportion rises every year. It also changes procurement entirely, since the buyer evaluates a business metric rather than adjudicating a contested psychological claim they are not equipped to assess. Vendors who resisted the shift are the ones now losing renewals.
Market Impact: Automotive supplies 38% of revenue








