
CX Today Why “Bolt-On AI” Is Killing CX ROI
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Mar 6, 2026 Raj De Datta, CEO and co-founder of Bloomreach and builder of the AI-native Lumi AI commerce platform. He discusses why bolting AI onto old workflows often fails. He outlines three models of agentic commerce from research-led agents to agent-driven purchasing. He highlights AI-native personalization, conversational discoverability, and where CX teams should invest next.
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AI Model Leap Multiplied Personalization Impact
- Moving from traditional ML to LLM/neural models exponentially increased personalization quality.
- Bloomreach upgraded existing data-driven systems with Lumi AI to turbocharge recommendations, discovery, and campaign performance.
Avoid Bolt On AI Implementations
- Avoid bolting AI onto existing workflows with minimal change because impact will be limited.
- Engineer AI holistically into platforms so it can identify audiences, auto-build campaigns, select products, and continuously optimize.
End To End AI Amplifies Campaign Performance
- Holistic AI can automate end-to-end campaign mechanics rather than only suggesting micro-tasks.
- When AI selects audience, builds campaigns, chooses products, and optimizes, the combined effect produces profound business impact.
