Clinical AI Safety

The Only Medical AI with a Supervisory Agent

POPPER ensures clinical safety at every step. AI proposes. Clinicians decide. Every recommendation passes through safety evaluation before reaching patients or providers.

Regain is the ONLY company with POPPER

A dedicated supervisory agent that watches every AI recommendation in real-time.

100%

Audit trail for every AI decision

0

Autonomous AI actions without review

24/7

POPPER safety monitoring

Risk Mitigation

Why POPPER Matters for Your Organization

Named after philosopher Karl Popper, our supervisory agent applies the same rigorous falsification principles to every AI recommendation - ensuring nothing reaches patients without passing safety evaluation.

Risk Mitigation

AI never acts autonomously. Every recommendation is a proposal that passes through POPPER's safety evaluation before reaching clinicians or patients.

Zero autonomous AI actions

Liability Protection

Complete audit trail for every AI decision. Know exactly what was proposed, what was approved, and who made the final call.

100% traceability

Clinician-in-the-Loop

AI proposes, doctors decide. Your clinical staff maintains full authority over all patient care decisions. AI is a tool, not a replacement.

Humans always in control

Automatic Escalation

When AI is uncertain, it says "I don't know" and routes the case to appropriate specialists. No guessing, no false confidence.

7 triggers for uncertainty

No Other Medical AI Has This

While other AI systems operate as black boxes, Regain is the only company with POPPER - a dedicated supervisory agent that watches every recommendation in real-time. This is your competitive advantage in clinical safety.

System Architecture

Three Agents Working Together

Our agentic AI system is built on three specialized agents, each with a distinct role in ensuring safe, accurate clinical recommendations.

DEUTSCH

Knowledge Engine

  • Generates multiple hypotheses
  • Verifies against evidence
  • Reasons through findings
  • Scores reliability (HTV)

HERMES

Message Contract

  • Structures all data
  • Ensures consistency
  • Validates format
  • Enables audit trail
UNIQUE

POPPER

Safety Referee

  • APPROVE safe actions
  • ROUTE uncertain cases
  • HARD STOP risky actions
  • 24/7 monitoring

How the Agents Work Together

1

DEUTSCH

Creates knowledge

2

HERMES

Structures data

3

POPPER

Evaluates safety

Clinician

Makes decision

Safety Protocols

Built-In Safety Guarantees

Every recommendation passes through multiple safety layers. Here's how we ensure clinical safety at every step.

HTV Scoring

Hard-to-Vary Threshold

Every recommendation is scored based on how "hard to vary" it is - meaning how well it's supported by evidence and how difficult it would be to construct an alternative explanation.

Low Confidence High Confidence

Only high HTV scores pass safety review

IDK Protocol

7 Triggers for Uncertainty

When AI detects any of these 7 conditions, it immediately says "I don't know" and routes to a human clinician:

  • Conflicting evidence
  • Insufficient data
  • Novel presentation
  • High-stakes decision
  • Edge case detected
  • Model uncertainty high
  • Outside training scope

Feedback Loop

Confidence Decay System

When clinicians override AI recommendations, the system learns. Confidence scores automatically decay for similar future cases until validated.

Clinician Override

→ Triggers confidence decay

POPPER Decision Matrix

Decision Condition Action
APPROVE High HTV score, no IDK triggers, within scope Proceed to clinician review
ROUTE Medium confidence, some uncertainty flags Route to specialist for additional review
HARD STOP Low confidence, multiple IDK triggers, safety concern Block action, require manual clinician intervention

Ready for Safer Medical AI?

See how Regain's POPPER supervisory agent can reduce liability, increase trust, and bring your organization the safest medical AI on the market.

Risk Mitigation
Full Audit Trail
Clinician Control
POPPER Supervised
100% Audit Trail
Clinician-in-the-Loop