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• 86% said their organization’s sales
team uses AI to augment one or more
business processes.
• 91% say they expect to use AI
technology to augment existing
processes to increase over the next
24 months.
• Use cases for AI solutions with high
adoption include automated emails
(44%), conversational AI (36%), and
opportunity close prediction (33%).
The Growing Role of AI
• AI typically fails for two big reasons.
• AI, much like CX, needs a strategy,
not just an on-button.
• AI will accelerate thanks to
development advancements, making
AI Ops a real thing... are you ready?
What We Learned Constellation Research Insights
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