Proof
What We've Built. What We've Proven.
Case studies and live monitoring evidence that show the risk signal moving before the injury, not after.
Case study
A Risk Signal Before the Injury
Availability is not the same as stability. How continuous monitoring surfaced an unstable return-to-play trajectory before a second injury followed.
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Reprioritising a Ligue 1 Squad in Eleven Days
A completed proof of value with Olympique Lyonnais, run on public data alone, showing a squad ranking that reordered itself over eleven days.
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Live Premier League Monitoring Shows Meaningful Separation of Injury Exposure
Out-of-sample monitoring across the 2025/26 Premier League season shows recurring pre-injury escalation and clear separation between risk bands.
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Out-of-Sample Performance of the Premier League Muscular Injury Risk Model
An out-of-sample performance report on the Premier League muscular injury risk model, evaluated on a fully blind 2025/26 test season using public data only.
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Integrating Injury Early Signals into Daily Workflows
How a club puts daily injury early signals to work inside its existing medical and performance meetings, without integrations and without ceding judgement.
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