Organizational Transformation in the Age of AI How Organizations Maximize AI%27s Potential 2026
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Four operating model shifts in CX FIGURE 1
4From reactive outcomes...
AI continuously builds customer profiles and updates who receives retention actions, which offers are allowed
and when automation is permitted based on observed lifetime values, experience outcomes and trust signals.to continuous experience learning
and trust optimization1From periodic campaign targeting...
Discovery shifts from broadcasting the same offers to many customers to sensing personal intent and context
in real time and surfacing what’s most relevant in the moment.to one-to-one, predictive discovery
2From static journeys...
AI replaces pre-built journey flows with real-time decisions on what content, offer or human intervention is triggered
next for each individual interaction.to real-time evaluation steering to dynamic,real-
time orchestration tailored to every customer
3From human-only execution...
AI autonomously executes routine CX actions – such as resolving issues, adjusting terms, routing work and initiating
follow-ups – under clearly defined guardrails: e.g. refund limits below a defined financial threshold, escalation triggers
for repeated complaints or high-value transactions or human review when model confidence falls below a set level.
These parameters ensure that autonomy expands where risk is contained, while accountability for customer
outcomes remains explicitly assigned.to agentic action on behalf
Taken together, these shifts transform CX into a
real-time value allocation system that continuously
optimizes outcomes across key dimensions –
enhancing experience quality, reducing stress,
accelerating responsiveness and improving accuracy. In such systems, AI dynamically
prioritizes attention, autonomy and incentives while
guiding human intervention where it matters most,
balancing growth, cost, risk and trust.
Organizational Transformation in the Age of AI: How Organizations Maximize AI’s Potential
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