Building the fourth-generation AI platform for rare events risk prediction and early weak signals screening

We are the fourth-generation AI designers building the first GEN-IV AI platform to capture and characterize rare events with multi-year risk prediction and early weak signals screening and detection, years before they occur.

We build the first smart modular breast health digital clinic as a super-demonstrator of our integrated GEN-IV AI Platform.

Learn more about HOPE®

HOPE®, the first module of our smart modular breast health digital clinic, is a mobile application we launched in October 8, 2025, as a Class I CE-marked digital medical device, with registration number (01)03770040298008(8012)V1.0.6. HOPE® is available on App Store and Google Play, free of charge during the 12-month pilot period, until Pink October 2026. It is not a diagnostic tool and does not replace medical advice or a clinical examination by a healthcare professional. Please consult your doctor in case of doubt or unusual observation.

Before a rare event speaks, weak signals whisper

40%

of rare events in cancer or complex systems often emerge from preventable conditions linked to avoidable systemic risk factors.

40%

of rare events develop in complex systems or individuals whose increased risk potential could have been identified years earlier.

HOPE VALLEY AI transforms complex, imbalanced, multimodal and multi-physics data into predictive weak signals, enabling integrated multi-year risk prediction through trustworthy fourth-generation AI solutions capable of early detection and characterization of rare events, years before they occur.

The GEN-IV AI platform is a cross-domain technology designed to operate across multiple fields.

We started with breast cancer as our first rare event use case, as we are committed to fighting breast cancer through risk-informed prevention and early detection of its weak signals, years before it occurs.

We are following Marie Curie’s legacy from a century ago by bringing nuclear technology and innovation to the fight against cancer.

Proud to be backed by

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…and committed business angels, partners and sponsors.

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