Too Many AI Features, Not Enough Answers

This Week Health
This Week HealthMar 12, 2026

Why It Matters

Without disciplined evaluation, firms risk overspending on AI features that don’t solve real problems, eroding ROI and operational efficiency.

Key Takeaways

  • Vendors overwhelm with numerous AI features lacking clear purpose.
  • Prioritize business problems before adopting any AI solution.
  • Evaluate incumbent partners like Epic and Microsoft for roadmap fit.
  • Epic’s generative AI pricing resembles an “all‑you‑can‑eat” model.
  • Thoughtful selection needed amid crowded, rapidly evolving AI market.

Summary

The speaker warns that existing vendors are bombarding their organization with a flood of AI features, many of which lack clear purpose or defined guardrails. This overload is prompting a call for a slower, more deliberate approach to AI adoption, especially as the market becomes increasingly saturated.

Key insights focus on a problem‑first mindset: identify the specific business challenge before evaluating any AI tool. The discussion centers on incumbent partners—Epic, a dominant EHR platform, and Microsoft—assessing their roadmaps, generative AI capabilities, and pricing structures to determine fit.

Notable remarks include, “We’re an Epic shop,” underscoring the organization’s deep integration with Epic, and the description of Epic’s pricing as an “all‑you‑can‑eat buffet,” highlighting concerns over cost transparency. The speaker also characterizes the AI landscape as a “crowded space,” emphasizing the need for discernment.

The implication is clear: organizations must be selective, balancing innovation with fiscal responsibility. Thoughtful vetting of AI solutions will protect budgets, ensure regulatory compliance, and align technology investments with genuine business needs.

Original Description

Watch the full episode: The 229 Podcast: Surviving and Understanding the AI Feature Flood with Joseph Evans - https://youtu.be/pVA9e_yXeTA
Donate: Alex’s Lemonade Stand: Foundation for Childhood Cancer - https://www.alexslemonade.org/mypage/3173454

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