The AI Prompts That Will Change Your RCM

Simple AI exercises to uncover underpayments, fix denials, and speed up cash flow

Hi and happy Tuesday,

Last week, I spoke with a CFO at a mid-sized health system. He shared something I hear a lot:

“Our clean-claim rate is 93%, but cash is still taking 25 days to arrive.”

I asked what he thought the gap was. He shook his head.

“It’s not that we don’t have the data. It’s knowing how to test it in a way that shows where the money is actually being lost.”

That’s the problem every RCM team faces. The data’s all there. The challenge is knowing how to interrogate it.

That’s where AI prompts are a game-changer. 

Prompts are workflow multipliers. Each one creates a repeatable feedback loop your team can use to:

  • Flag underpayments hiding in “paid” claims

  • Spot repeat denial causes before they snowball

  • Shorten days to cash without adding staff

And that’s exactly why we created the Auxee Ultimate Prompt Cheat Book for RCM. In this book we have covered ten detailed prompts designed to turn raw claim data into actionable insights.

Here’s what you’ll find inside:

  1. Mining 835 files for six-figure savings that stick

  2. Clean Claim Readiness Check

  3. Denial Root Cause Analysis

  4. Days in A/R Reduction

  5. Work Effort Reducer

  6. Payment Variance Spotter

  7. Authorization and Eligibility Gaps

  8. Appeals Letter Generator

  9. Underpayment & Silent PPO Detection

  10. Denial Triage Coach (Denial Dictionary & Playbook)

Each prompt comes with full instructions, what data to use, how to structure it, and what insights to expect. No integrations, no IT lift, just copy, paste, and see where the dollars are hiding.

Or, if you’d rather see how Auxee automates these checks at scale, book a demo here:

Next week, I’ll cover if AI can fix medical necessity.

See you next Tuesday,
Dino Gane-Palmer

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Dino Gane-Palmer
[email protected]

About the Author

Dino Gane-Palmer is the founder of Auxee and CEO of PreScouter, an Inc. 5000–recognized innovation consultancy that helps Fortune 500 companies and global organizations capitalize on new markets and emerging technologies. He launched PreScouter while earning his MBA at Kellogg and later founded Auxee to help teams use AI to tackle complex, research-heavy workflows. His work has supported decisions at some of the world’s leading healthcare, manufacturing, and consumer brands. Dino is also the author of the best-selling book Do More With Less: The AI Playbook, a practical guide to applying AI where it matters most.