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KIN is the platform health data runs on: every model can show who it works for and who it fails, and when data is shared or sold, the people behind it share in what it earns.
METLI KIN
AI that does no harm, proves it, and pays back the people it learned from.
Ask
Specific, revocable, and attached to the data itself, so it can be checked later.
Record
Where it came from and what it was used for, written down as it happens rather than reconstructed afterwards.
Prove
Who it works for, and who it lets down. Published before use.
Why we are doing it
The people in the data
should have a say in the decisions it drives.
Who gets screened. Who gets funded. Who gets reached. At scale, those are data decisions — made by whoever holds the data. The people inside it are counted, never consulted. Opening the data matters far less than opening the decision.
Where we are
Early 2025
Done
The design
Late 2025
Written
The rules
Early 2026
Happening now
Oxford research
Late 2026
Next
The pilot
Early 2027
Planned
Scaling
Early enough that what you say still changes it. We would rather say that plainly than dress a plan up as a product.
Who we need next.
01
A funder
To underwrite deployment and independent evidence.
02
A data holder
A health system, ministry, or registry ready to hold its data to a higher standard.
03
A community partner
So accountability is to the people in the data, not only to the institutions holding it.
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