AI Readiness for Healthcare

At the threshold
of human and AI healthcare.

AI is arriving in healthcare—fast. Organisations are being challenged to implement it safely and realise benefits. LiminalX exists to measure that readiness—for both sides—and close the gap.

Are you ready for AI?→

Why this, why now

The technology is arriving faster than the readiness around it.

692FDA-cleared AI/ML devices

As of late 2025, the FDA has cleared nearly 700 AI/ML-enabled medical devices—up from 6 in 2015.

The clinical AI surface is growing faster than any single department, regulator, or training programme can keep pace with.

Source: FDA AI/ML Device List · 2025

~50% of FDA-cleared models

report no validation in populations representative of where they're deployed.

A model that performs well on the bench can fail quietly in the room. Closing that gap is a shared responsibility—the threshold between them.

Source: Wu et al., Nature Medicine · 2021

3% externally validated

Only 3% of healthcare AI tools have been externally validated in a clinical setting different from where they were developed.

Most AI tools are tested where they were built. The gap between development performance and deployment reality is where patient safety lives.

Source: Liu et al., Nature Medicine · 2020

What we do

We measure both sides—and the space between them.

Human & organisational readiness

Are the people and the institutions using AI prepared to use it well — to recognise its limits, calibrate their trust, and act with vigilance in real-world care?

AI product & system readiness

Is the AI itself fit for the population it will encounter? Has it been validated, stress-tested, and evidenced in conditions that match where it will be deployed?

Most failures don't live in the model or in the user. They live in the convergence.

Our solution

One product. Clarity in a world of complexity.

THRIVE™ is the AI readiness solution for healthcare—covering individuals, organisations, academia, and vendors in a single, unified framework.

TTechnicalCan we evaluate the AI itself? The institutional capability to demand evidence of AI quality — training data, algorithmic behaviour, performance, robustness — and interrogate it critically before procurement.

HHumanAre the people ready? The cognitive, behavioural, and professional readiness of clinicians to use AI safely — from trust calibration and bias recognition to maintaining skills in an AI-augmented environment.

RRegulatoryAre we compliant? The institutional capacity to comply with, document, monitor, and respond to AI-specific regulatory requirements as they evolve across jurisdictions.

IInfrastructureDoes the environment support AI? The hardware, compute, networks, interoperability, and data governance that determine whether AI performance translates to real-world performance.

VValueAre we strategically and operationally aligned? The leadership alignment, governance structures, and operational scaffolding that determine whether AI scales beyond pilot.

E^™EvaluationAre we actually checking? The capacity to formally commission AI, monitor performance continuously, detect drift, manage incidents, and decommission when warranted.

Take the next step

Get your free Human Readiness Level Profile.

★ Free

Are you ready for AI?

Use THRIVE Human Dimension to get your free Human Readiness Level Profile—short, scenario-based, in your specialty—and unlock a personal dashboard that grows with each cycle.

✓ Personal AI Readiness Level across six dimensions
✓ Behavioural profile across five clinical traits
✓ Cycle-over-cycle tracking—your dashboard grows with each session
✓ Specialty-specific scenarios; never visible to your employer

Start your assessment→