Clinical AI Governance Platform

Making radiology teams ready for AI.

A human-centred service system that helps radiology teams use AI safely, capture AI-human disagreement, support arbitration, transform cases into learning, and build governance-ready protocols.

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Case Review: BS-V000262

Mammography • Routine Screening

Disagreement Detected
Radiologist Assessment

No recall. Stable dense tissue on comparison to prior.

AI Model (v2.4)

Suspicious mass, right breast, upper outer quadrant.

82% Confidence
Anatomical variant Known prior (benign) Artifact
01

Clinical AI Calibration Tool

Capture AI-human disagreement, override reasons, and daily calibration signals directly from clinical use.

Enter calibration →
02

Arbitration Support Service

Compare radiologist judgement, AI suggestions, prior evidence, and structured reasoning in one arbitration view.

Open arbitration →
03

Learning Hub

Turn difficult cases into personal reflection, team calibration material, and CPD-ready learning records.

Go to learning →

From disagreement to calibration.

1

Use AI

Radiologists use AI during clinical reading.

2

Capture

System records when judgements differ.

3

Arbitrate

Complex cases structured for fairer review.

4

Document

Reasoning, overrides, and AI versions logged.

5

Learn

Cases become personal & team learning.

6

Govern

Data supports protocol and calibration.

Designed for the moments where judgement matters most.

Clinical AI Calibration Dashboard

Record disagreement without adding documentation burden. A streamlined view into your daily AI interactions.

  • Real-time case queue
  • One-click override reason tagging
  • Confidence score comparison
CALIBRATION QUEUE
CASE ID AI SUGGESTION STATUS REASON TAG
#882-A Mass (88%) OVERRIDE Known Prior
#883-B Normal (95%) AGREE -
#884-C Calcification (72%) OVERRIDE
ARBITRATION PANEL: CASE #901-X
Reader 1 (Initial)

"No recall. Dense tissue, stable on comparison to prior imaging."

AI Suggestion Conf: 89%

"Suspicious focal asymmetry, right breast, upper outer quadrant."

Reasoning Prompts (Bias Reduction)
Check Priors Review Clinical History

Arbitration Support View

Bring structure to complex arbitration decisions. Compare initial reads with AI highlighting and prior imaging side-by-side.

  • Structured comparative view
  • AI suspicious region overlay
  • Built-in cognitive bias prompts

Learning Hub

Transform disagreement into continuous professional learning. Your personal dashboard for CPD-ready reflection and team calibration.

  • Personal learning curve tracking
  • Monthly team calibration cases
  • One-click CPD evidence export
My Learning Dashboard
12
Cases Reviewed (Month)
4.5h
Reflective Learning Logged
Recent Calibration Cases
MAM
Subtle Asymmetry vs Overlapping Tissue
Team Review • 2 days ago
Completed
MAM
Architectural Distortion
Personal Reflection • Pending
To Review

Built for the whole radiology AI ecosystem.

Hospitals / NHS Trusts

Build safer, more traceable AI adoption workflows with enterprise-grade governance data.

Radiology Departments

Support your teams in arbitration, structured learning, and consistent calibration.

Radiologists

Reduce cognitive burden, support clinical agency, and easily log professional development.

AI Medical Companies

Receive structured, contextual feedback from real clinical AI use to improve models.

Training & CPD Partners

Turn real-world, anonymised disagreement cases into high-value learning materials.

Governance Teams

Monitor AI-human decision patterns, protocol compliance, and systemic risk.

Learning from the cases that matter.

Ready Ology turns difficult disagreement cases into anonymised learning resources for individual radiologists, department teams and CPD-ready professional development.

Personal Learning

Track individual reflection, override patterns and learning progress privately.

Team Calibration

Review shared, anonymised disagreement cases in monthly calibration meetings.

CPD-ready Evidence

Export structured reflections, case summaries and learning records for appraisals.

Governance-ready by design.

Ready Ology helps organisations move beyond one-off AI use by creating structured data for protocol compliance, model monitoring and continuous service improvement.

"Every disagreement becomes evidence for safer AI deployment."

System Oversight Dashboard
AI Model Version MammoDetect v2.4
Override Rate 12.4% (+1.2%)
Top Override Reasons (Last 30 days)
Anatomical Variant
Known Prior
Artifact
Protocol Compliance
98% Logged
Arbitration Pending 4 Cases

Designed around human judgement,
not blind automation.

1. Human-centred

Radiologists remain the active, final clinical decision-makers in the loop.

2. Traceable

Disagreement, clinical reasoning, and exact AI version data are systematically documented.

3. Learnable

Cases become high-value learning resources, avoiding cultures of individual blame.

4. Governable

Systemic patterns feed directly into protocol updates, QA, and ongoing AI calibration.

Ready to make your radiology team ready for AI?

Partner with Ready Ology to build safer, clearer and more learnable AI-assisted radiology workflows.