BantuNomics· Nouns Enter the ecosystem
Live coverage · as of 2026-08-22 07:48 UTC

352 languages, aligned.

127 languages already cover all 83 concepts; the rest are climbing. Every count is read live and shown as-of.

Coverage · concepts of 83
LanguageConcepts
Kauma vau 83
Kumu kmw 83
Sangu snq 83
Asu asa 83
Ndau nda 83
Myene mye 83
Mwera mwe 83
Pogolo poy 83
Basaa bas 83
Kwambi kwm 83
Lomwe ngl 83
Nande nnb 83
Northern Ndebele nde 83
Lunda lun 83
Machinga mvw 83
Takwane tke 83
Tshiluba lua 83
Kimbundu kmb 83
Mbole mdq 83
Sena seh 83
Suku sub 83
Kikuyu kik 83
Metto mgh 83
Swahili swh 83
Khumbi khu 83
Kwere cwe 83
Suundi sdj 83
Teke-Eboo ebo 83
Gungu rub 83
Ngindo nnq 83
Hema nix 83
Shanjo shc 83
Shambala ksb 83
Kota koq 83
Zanaki zak 83
Manyika mxc 83
Dawida dav 83
Hehe heh 83
Oroko bdu 83
Xhosa xho 83
Malila · 83 concepts
Classes present
1 · 2 · 3 · 4 · 5 · 6 · 7 · 8 · 9 · 10 · 14
Templates
NP01=36 · NP03=25 · NP04=9 · NP14=7 · NP02=6
Sample nouns
muntu / bantucl 1→2
mwana / baanacl 1→2
mukazi / bakazicl 1→2
mulume / balumecl 1→2
chitwi / vitwicl 7→8
iso / masocl 5→6
itwi / matwicl 5→6
chiboko / vibokocl 7→8
Access

Start where you are.

Prove it free, validate it on your own data, or license the whole program.

01 · Free
Evaluation

Score your model against the foundational layer — the Alphabet Test and the L26 Lite suite, with saved results. Self-serve, no cost.

Start evaluating →
Most labs start here
02 · 75 days
Validation Pilot

Three languages you choose — and everything we hold for them. Measured on your own held-out data.

Scope a pilot →
03 · Program
Full Annual Subscription

Every product, every language, the full consented corpus — and everything curated while you're subscribed.

Talk to us →