Articles tagged "structured-ai"

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Beyond AI Chatbot Hype: An Evidence-Based Framework for Healthcare Customer Engagement

Healthcare conversational AI is projected to grow from $8.2B to $36B by 2032. The most rigorous meta-analysis (N>55,000) finds null effect. A contingency framework for what works. This piece introduces a contingency framework that predicts when conversational AI works, when it doesn't, and why dialogue structure, not the underlying language model, is the decisive factor for high-complexity tasks like insurance enrollment.

#evidence-based-ai#healthcare-ai#conversational-ai+4

analysis · 10 min · Jan 17, 2026

Beyond LLMs: Why Structure Beats Technology in Healthcare Interfaces

GPT-5 won't fix what GPT-4 broke. In a controlled test, the same language model hit 63% task completion with structured grounding and just 23% without it. The variable that drives healthcare interface effectiveness isn't the model. It's dialogue structure. Here's the evidence, a four-type taxonomy, and what it means for build-vs-buy decisions.

#evidence-based-ai#healthcare-ai#structured-ai+4

article · 8 min · May 18, 2026