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The AI Expectations Gap: Twilio’s Report Finds Businesses Are Measuring AI Success on Metrics Customers Don't Care About

  • 86% of companies believe customers are satisfied with AI-powered service, while only 51% of consumers agree.
  • AI agents currently handle 50% of customer service interactions, a figure projected to reach 63% by 2027.
  • 76% of consumers expect AI agents to identify themselves at the start of a conversation, yet only 32% of businesses prioritize this transparency.
  • 63% of consumers want an easy way to escalate to a human agent, with 78% having attempted to bypass AI to speak with a person.
  • 99% of companies cite challenges in connecting customer data across channels, resulting in 91% of brands reporting dropped satisfaction due to lost context or AI errors.
  • 91% of consumers feel personalized AI interactions are more authentic, with the top driver being when a brand acknowledges their specific needs.
  • 55% of consumers feel valued if the AI is intelligent enough to help, 64% report AI chatbots have improved over the last year, 34% are more likely to choose AI over humans now.
  • Twilio surveyed 7,652 global consumers 660 business leaders across 18 markets between April 9 2026 2026 May 1, 2026.