The Learning Loop

Play. Improve. Save Lives.

Every game you play teaches our AI to be better at healthcare. No medical degree required.

0
Games Played
0%
Loop Accuracy
5
Games Live
$0K
Saved
Spot the Code
Score: 0  •  Streak: 0
Clinical Scenario

Tap the codes you think are WRONG:

Is This Clear?
Reviewed: 0
How clear is this letter?
★
★
★
★
★
Would you submit this to your HSA/FSA provider?
What Did You Pay?
Employer PPO
Employer HMO
Marketplace
Medicare
Medicaid
Cash/Self-Pay
HSA/FSA
Hospital
ASC
Clinic/Office
Telehealth
Does This Bill Look Right?
Score: 0  •  Bill: 1/5

Tap line items you think are overcharges:

Drug Price Detective
Score: 0  •  Round: 1/8
$0
$0 $150

The Learning Flywheel

🤖
Claude Generates
🎮
Crowd Games
🩺
Physician Reviews
📈
AI Improves

Loop Metrics

AI Accuracy
70%
70% → 94.2%
Crowd Catches
847
errors flagged
Physician Reviews Saved
312 hrs
+23% this month
Loop Speed
0.8 days
3.2 days → 0.8 days ↓
Error Rate
2.3%
12.1% → 2.3% ↓
Output Quality
97.1%
87% → 97.1% ↑

The Compounding Effect

Month 1
70%
20%
10%
Claude 70% | Crowd filters 20% | Physician reviews all
Month 6
85%
10%
5%
Claude 85% | Crowd filters 10% | Physician reviews half
Month 12
93%
3%
4%
Claude 93% | Crowd filters 3% | Physician reviews edge cases
Month 24
97%
1%
2%
Claude 97% | Crowd filters 1% | Physician reviews novel only

Want to contribute?

Play a game above to improve clinical AI. Want physician-grade review?

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