Author:

Waleed Mohsen

What if healthcare QA & compliance was a retro video game?

I miss the good old days of gaming. Before games were developed mostly to wring money out of you with microtransactions.

Back when they used to just be unfair. Or if not unfair, so insanely difficult they were all but impossible to win.

Why? Because at least back then, games were honest.

You had to put in quarters at the arcade to keep playing, so we knew the games were designed to make you lose. More losing, more quarters.

Yeah, you could 'win,' but winning wasn't the point. You knew that games like Mortal Kombat II were reading your inputs to block your punches and kicks. But playing was still fun, even if you couldn't win.

Fast forward a few decades and I work in healthcare, building AI to help make QA and compliance more bearable (it typically requires hours of dull, repetitive manual work that can make even the most bright-eyed healthcare professionals burn out). You have to spot violations with limited time and energy, and the consequences can be dire if even a few slip through.

It's not even fair. Most healthcare organizations, if they do any QA at all (we at Verbal found that nearly 20% have no QA program in place), only QA a fraction of visits and interactions. That means a huge percentage of violations won't ever even cross your desk. You won't even have a chance to spot them.

The longer I spend in the space, the more unreasonable it seems. But unlike us kids with those old arcade games, many healthcare leaders still think the 'game' is winnable. They don't see just how rigged against their team it really is.

Eventually it got me thinking: What would the healthcare compliance game look like?

Here's my best shot.

Welcome to QAPI: The Manual Healthcare Compliance Simulator. The tagline: No winning, only survival…

Who is QAPI?

You play as QAPI (pronounced Kwa-Pee)—the compliance gremlin, forever cursed to manually audit patient visits and documentation. Small, green, and furry, with a bulbous nose and large pointed ears, QAPI resembles a mix of muppet and goblin—but a cute one. You weren't always like this. Years of manual QA did this to you. Now you're trapped in an endless cycle of chart reviews, violation hunts, and the constant fear of missed citations.

The world around you is a dystopian healthcare facility where paper notes tower like skyscrapers, EHR windows multiply faster than you can close them, and somewhere in the distance, you can hear the ominous ticking of audit deadlines. Chart notes, transcripts, and EHR windows pile up faster than you can process them. And the clock? It never stops ticking.

Your character sits at a desk buried under an avalanche of documentation—sticky notes cascading like confetti, computer screens cluttered with telehealth call recordings, medication lists, and AI summaries that may or may not be accurate. Coffee rings stain everything. The fluorescent lights flicker ominously overhead.

Your mission: Flag every violation, discrepancy, and AI hallucination. You are the last line of defense against regulatory disaster.

Game mechanics

Daily countdown

Each level is a grueling 10-hour workday, counting down in real time. Every task you don't finish before the clock hits zero gets simulated—resolved automatically, for better or (mostly) worse. Run out of time with too many open charts, and the game decides your fate for you.

Miss too much? Overtime is available—but it comes at a cost. Each overtime session adds a small, permanent penalty to your Burnout Meter, meaning future days start harder. The more you grind, the more ground you lose.

Burnout Meter

The most innovative—and cruel—feature in QAPI is the Burnout Meter. Unlike traditional health bars that regenerate over time, the Burnout Meter only moves in one direction: up.

Every chart you review, every violation you flag, every AI summary you fact-check feeds the meter. As it rises, your character's movements become sluggish, their vision blurs, and their ability to catch violations diminishes. Bosses and Whistleblowers accelerate it. The only way to slow its climb? Coffee Breaks (available once per day) and PTO (unlocked every 10 levels). But even these provide minimal relief. Take too many breaks and you fall behind on your quotas. Don't take enough and you'll miss critical violations as your concentration fades.

There is no winning strategy. The meter always reaches maximum eventually.

Audits

Audits can also be triggered at random, regardless of how many violations you've accumulated—because in real healthcare, regulators don't wait for a convenient time. Once an Audit countdown appears, violation and burnout penalties double. As the timer approaches zero:

  • New violations spawn at double speed
  • Random chart anomalies appear without warning
  • Coffee Breaks become shorter and less effective
  • The Burnout Meter accelerates

Some violations never cross your desk until the final 24 hours, when they appear in overwhelming clusters. These "audit eve specials" are designed to test whether you'll crack under pressure or somehow maintain your sanity while processing 47 urgent chart reviews at 2 AM.

Violations Tracker

Perhaps the most psychologically damaging element in QAPI is the Violations Missed counter. This running tally of your failures follows you throughout the game, growing larger and more prominent as your mistakes accumulate.

Miss a medication error buried in page 23 of a discharge summary? The counter ticks up. Overlook an undocumented phone call in a 47-page chart? Another tick. Fail to catch an AI-generated note that confidently states a patient's broken leg was treated with antidepressants? The counter doesn't just tick—it flashes angrily.

The cruelest twist: The game never tells you what you missed or when you missed it. You only discover your failures during the final audit sequence, when each missed violation is revealed in excruciating detail, complete with the potential consequences you narrowly avoided (or didn't).

Accumulate enough missed violations and you'll trigger an Audit before the countdown even runs out.

Randomized violations

This is perhaps the most unfair mechanic of all. Even if you show superhuman focus, spotting every violation that crosses your desk, there's still a near-guarantee you'll miss some.

That's because, as in real life, you only get to audit a fraction of interactions and documentation. The vast majority never even cross your desk—meaning you never even have a chance to catch those violations.

QAPI's violation generator ensures no two playthroughs are the same. Violations appear at random intervals, disguised within seemingly routine documentation. One moment you're reviewing a standard follow-up visit; the next you're deciphering whether a physician's voice-to-text transcription that reads "patient has chronic pain in left foot" was supposed to say "chronic pain in left foot" or "chronic pain, left foot"—and yes, the difference matters for billing compliance.

The game's AI generates increasingly creative violations:

  • Medication dosages that are technically correct but suspiciously specific ("Take 1.7234 tablets twice daily")
  • Progress notes that describe procedures that haven't been invented yet
  • Patient addresses that lead to bodies of water
  • Appointment times scheduled for February 30th

Whistleblowers

Fellow compliance gremlins who occasionally wander through your workspace. They're incentivized to tattle, and if you make too many mistakes while they're watching, they can trigger an immediate Audit or fast-track a Boss encounter. Their presence also accelerates the Burnout Meter—because nothing says "relaxing workday" like someone monitoring your every click.

Boss battles

Once an Audit arrives, you face one of QAPI's terrifying bosses—each representing a real-world consequence of compliance failure:

  • The Regulator — A stand-in for HHS, OIG, OCR, and CMS. Appears without warning, demanding immediate explanations for documentation from three months ago.
  • Big Law — Emerges when violation patterns suggest larger systemic issues, transforming individual chart reviews into facility-wide investigations. Represents DOJ actions, the Civil Rights Fraud Initiative, and litigation risk.
  • Gatekeeper — The accreditor boss. A failed encounter with Gatekeeper means lost standing with NCQA, The Joint Commission, or similar bodies—and everything that comes with it.

Defeat a boss and you live to audit another day. Lose, and the Game Over screen details exactly how your organization collapsed: irreparable reputational damage, lost accreditation, sued into oblivion, or government penalty.

The reality behind the game

While QAPI: The Healthcare Compliance Simulator might be fictional, the pain points it represents are devastatingly real. Healthcare professionals spend countless hours manually reviewing patient interactions, documentation, and AI-generated content, often working under impossible deadlines with limited resources.

The mechanics—burnout, time pressure, missed violations, whistleblowers, and random crises—mirror the daily reality of compliance teams across the healthcare industry. The difference is that in real healthcare, the stakes aren't game over screens and restart buttons. They're patient safety, regulatory penalties, and the professional reputation of entire organizations.

But here's the good news: unlike our fictional nightmare game, the real world of healthcare compliance doesn't have to be played on impossible difficulty.

Switching to Easy Mode?

The healthcare industry has spent decades playing compliance on the hardest possible difficulty setting. Manual processes, overwhelming documentation requirements, and the growing challenge of verifying AI-generated content—including content produced by healthcare AI agents that can generate errors at scale—have created a perfect storm of inefficiency and burnout.

But what if you could change the difficulty setting?

Verbal transforms healthcare compliance from a survival horror game into a strategic management simulation. Our AI doesn't replace human expertise—it amplifies it, handling routine tasks so your team can focus on complex cases that require human judgment.

Ready to make the switch?

Don't keep playing on NIGHTMARE. The game isn't fair, and you don't have to keep suffering through it.

Turn on easy mode and tie your success to care quality—not luck.

Book a demo at www.tryverbal.com/demo if you're ready

Author:

Waleed Mohsen

Co-founder & CEO at Verbal | UCSF Rosenman Innovator

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