MuzzleLabs reads the ridge pattern on a cow's muzzle the way a fingerprint scanner reads a thumb — unique, unforgeable, and permanent. No plastic tags to lose, no chips to fail.
"The tag says one animal. The insurance claim, the vaccine record, and the cow in front of you sometimes say three different things."
A torn tag breaks the link between an animal and its vaccination, insurance, and ownership history — right when that history matters most.
Readers, chips, and batteries add cost at every farm gate, milk collection point, and market yard in the chain.
Udder condition and early signs of mastitis are often caught late, after yield has already dropped.
MuzzleLabs turns an ordinary phone camera into a biometric scanner and a health inspector — built specifically for cattle and buffalo herds.
Every muzzle's ridge pattern is captured, converted to a print, and matched against the herd registry in under two seconds — replacing tags as the primary identifier.
A single udder photo is scored for swelling, symmetry, and skin condition, flagging early signs of mastitis before yield or the animal's health is affected.
Every scan writes to a permanent record — ownership, vaccination, yield, and health history — tied to the animal itself, not a tag that can be lost or swapped.
A sample of the raw material our models are trained on — muzzle and udder photographs taken on ordinary phones, in ordinary barns and yards.


A field worker photographs the muzzle (and udder, if a health check is due) with any smartphone. No special lens or lighting rig required.
The ridge pattern is isolated from the image and converted into a compact print, the same way a fingerprint scanner extracts minutiae points.
The print is checked against the herd registry. A new animal is enrolled in seconds; a known one is matched to its full history.
Ownership, vaccination, yield, and any health flags are written to that animal's permanent record — visible to the farm, the vet, or the insurer.
We're onboarding pilot farms and cooperatives now. Tell us the size of your herd and we'll set up a scanning demo.