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Original article date: May 06, 2026

The Real CRM AI Problem Isn't the Technology — It's Orchestration

June 23, 2026
5 min read

AI pilots look great in demos. Live CRM deployments often don't. According to BCG, 45% of APAC firms are already experimenting with or deploying agentic AI. Yet Adobe's research shows 88% of respondents say fragmented data is affecting their ability to deliver personalized experiences.

Why Pilots Mislead

In demos, data is clean and workflows are defined. In live CRM environments, customer interactions span multiple channels, systems rarely connect cleanly, and exceptions are the norm. When AI operates without connected context, customers experience fragmentation regardless of how capable the underlying model is.

Key Takeaways

  • Orchestration is the missing layer: The path from AI potential to operational reality runs through unified customer data and shared context across channels.
  • Trust is built at the journey level: Customers don't experience organizations as separate systems — they experience one journey.
  • The strategic question has shifted: It's no longer "Can AI do this?" It's "Can our infrastructure orchestrate AI reliably at scale?"

Read the full article on TNGlobal