Most 'AI-powered' CRMs bolt chatbots onto legacy workflows and treat AI as a feature. They fail to reason about uncertainty, feedback loops, or incentives. Designing AI-driven workflow orchestration, avoiding feedback loops that poison training data, handling partial observability and delayed rewards, balancing automation with human override and trust.
AI-Marketing-ops
Rethink AI marketing systems with AI as primary decesion maker not an addon feature
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