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November 1, 2026

Takeaways from the most recent news in the technology and policies shaping healthcare.

Health IT

RAAPID Pitches One-Pass AI Coding to Cut Review Cycles

Every extra coding review cycle costs money, and vendors are betting AI can eliminate most of them. In a sponsored piece on Healthcare Dive, RAAPID promotes its OnePass tool, which the company says produces audit-ready risk adjustment coding in a single review rather than the layered passes many organizations run today.

The premise is simple: traditional workflows route charts through multiple human reviewers and rework loops, each adding labor cost and delay. RAAPID argues that AI-driven coding, validated up front, can collapse those steps while holding up to audit scrutiny. That matters most in risk adjustment, where accurate diagnosis capture drives Medicare Advantage and value-based payments.

The context is real even if the source is a vendor. CMS has tightened Risk Adjustment Data Validation audits and is clawing back overpayments, raising the stakes on coding accuracy. Payers and provider groups facing thin margins are increasingly testing AI coding tools. Buyers should still scrutinize accuracy claims, audit defensibility, and independent validation before trusting any single-pass promise.

More in Health IT

Health IT

EHRs Are Everywhere. Prevention Gaps Still Slip Through.

Despite near-universal EHR adoption, care teams still struggle to act on preventive care gaps at the point of care, driving a push to embed actionable insights into clinical workflows.

Why it matters: Closing preventive care gaps during the visit improves outcomes and protects revenue as reimbursement increasingly hinges on quality measures.

Health IT

Which Health IT Jobs Are Shrinking as Hospitals Embrace AI

Health systems are adding AI leadership and governance roles as legacy IT jobs tied to on-site hardware, support tickets and custom code wind down.

Why it matters: The hospital IT workforce is being redefined, pushing staff toward AI governance and cloud skills and away from legacy infrastructure work.