Teaching Professionals
to Use AI Correctly.

At the exact boundary where AI helps — and where it stops. White-label, any LLM, any organization. CME credit built in.

Powered by TheDude — EdAI's content-controlled pedagogical AI

EdAI Systems Item Review and Banking
The Problem

AI Is Being Deployed Faster Than Professionals Can Use It Safely.

Health systems deploy clinical AI tools. Physicians use them. Nobody teaches them where the AI is reliable and where it stops — where to trust the output and where to override it.

The gap between AI capability and physician AI literacy is the accountability gap. When something goes wrong, the physician carries the malpractice exposure. The AI company has disclaimers.

PreRounds closes that gap systematically. Not with passive videos or PDF guidelines. With active, interactive, logged encounters that teach professionals to use the specific AI tools they actually use — at the boundary CDI defines.

Who carries malpractice exposure?
The physician
Who has disclaimers?
The AI company
Who teaches the boundary?
Nobody. Until now.
How It Works

The Licensee's AI Is the Subject.
TheDude Is the Teacher.

The student interacts with their organization's own AI platform in a structured clinical scenario. TheDude — EdAI's content-controlled AI — observes and intervenes at teachable moments.

EdAI Systems Item Review and Banking
01
Patient Context
Clinical scenario loaded — patient presentation, setting, socioeconomic context, red flags
02
Licensee AI Active
The student queries the licensee's own AI platform in the center chat window
03
TheDude Observes
Monitors query quality, AI response accuracy, and context integration in real time
04
Teachable Moment
TheDude intervenes based on delivery mode — immediately, at trigger points, or at session end
05
Session Report
Structured competency scorecard. CME credit generated. Transcript logged for audit.
Delivery Modes

Four Ways to Teach

Configurable per scenario and organization. Mix and match within a curriculum.

01

Avatar-Aided

TheDude avatar delivers the pedagogical layer via HeyGen integration. The student sees a face, hears a voice, and receives intervention as a genuine conversational presence — not a popup or banner.

02

Text/Voice-Aided

TheDude operates as a text or voice-only layer. Faster to deploy, lower bandwidth, same clinical teaching logic. Configurable per module and per organization.

03

Selected Intervention

TheDude intervenes only at pre-defined teachable moments — specific query types, failure patterns, or scenario triggers defined by the lesson plan builder. High-impact, low-noise.

04

Passive Observation

TheDude observes the full session and delivers a structured end-of-session report. No real-time intervention. Used for assessment-mode sessions where the goal is to see what the learner does unassisted.

Architecture

Built for Scale, Built for Independence

🏥

Any Organization

Health systems, AI companies, medical schools, malpractice carriers, boards. The platform is content-neutral — your context defines the curriculum.

🤖

Any LLM

The licensee's own AI platform becomes the subject being taught about. OpenEvidence, DoxGPT, internal tools — PreRounds wraps any REST API via a config object.

💳

Own Paywall

Independent billing infrastructure operational from day one. PreRounds.ai is not a module of EdAI Suite — it has its own revenue layer and can be licensed standalone.

📋

CME Credit

Completion is verifiable. Session transcripts are logged. CME credit generation is built into the platform — not bolted on after the fact.

// Configure for any licensee + any LLM
const config = {
mode: "avatar" | "voice" | "intervention" | "passive",
licenseeAPI: { endpoint, apiKey, model },
specialty: "ENT" | "primary_care" | "oncology",
scenario: "brownsville" | "custom",
elevenLabsKey: "", // for voice modes
heygenAvatarId: "", // for avatar mode
}
EdAI Systems Item Review and Banking
Meet the Teacher

TheDude Abides.

TheDude is EdAI's content-controlled pedagogical AI — named after a 1970 Saab Sonnet III, not the Lebowski character, though he shares the philosophy.

He operates exclusively within validated, peer-reviewed content. When a student asks something outside his validated domain, he says so: "Man, that's outside my wheelhouse." Not a guardrail. An architectural feature. Intelligent Humility by design.

In PreRounds, TheDude observes the student's interaction with the licensee's AI — watches the query quality, watches the AI's response, watches what the student does with it — and intervenes when he sees the teachable moment.

"When I give you an answer, it's because I actually have validated, peer-reviewed information that applies to your question. When I don't, I tell you. That constraint is what makes me trustworthy."— TheDude, Intelligent Humility Manifesto
Content Source
StatPearls — validated, peer-reviewed
When asked outside domain
Says "I don't know" — architecturally
HeyGen Avatar
Full lip-sync, configurable voice
Role in PreRounds
Observer, intervener, evaluator
Philosophy
I abide within my limits.
Licensees

Who Licenses PreRounds.ai

Health Systems

Onboarding physicians to system-deployed AI tools. Teaching safe use before deployment.

AI Companies

License the teaching layer. Your AI becomes the subject. PreRounds teaches your users to use your product better.

Medical Schools

AI literacy as a clerkship requirement. Teach students the boundary before they practice.

Malpractice Carriers

Risk reduction through demonstrated AI competency. CME credit as evidence of training.

Medical Boards

Diplomate AI education requirements. Traceable, verifiable, CME-accredited completion.

Residency Programs

Intern AI orientation before clinical rotations. Structured, consistent, logged.

Pricing

Three Revenue Models

Independent paywall. Revenue-ready from day one.

Per-Seat
Health systems & residency programs
Per learner / year
Per-Platform
AI companies licensing the teaching layer
Platform license fee
Per-Credit
CME providers & medical boards
Per CME credit issued

All pricing on request. Contact us for institutional licensing terms.

EdAI Systems Item Review and Banking

Ready to Close the Accountability Gap?

PreRounds.ai is live with its own paywall. Licensing conversations welcome.

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