BantuNomics· Nouns Enter the ecosystem
Live coverage · as of 2026-08-22 07:56 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
Sangu sbp 83
Kauma vau 83
Kimbundu kmb 83
Nyaturu rim 83
Lega lea 83
Hunde hke 83
Shirima vmk 83
Yela yel 83
Manyika mxc 83
Southern Ndebele nbl 83
Konongo kcz 83
Ndali ndh 83
Jita jit 83
Pogolo poy 83
Bomongo lol 83
Kela kel 83
Oroko bdu 83
Xhosa xho 83
Rwa rwk 83
Zimba zmx 83
Dawida dav 83
Bafia ksf 83
Hehe heh 83
Lenje leh 83
Kiluguru ruf 83
Bukusu bxk 83
Mbowe mxo 83
Ngungwel ngz 83
Nyemba nba 83
Tetela tll 83
Vunjo vun 83
Mbochi mdw 83
Bekwel bkw 83
Luvale lue 83
Ntomba nto 83
Tharaka thk 83
Mbala mdp 83
Taveta tvs 83
Kgalagadi xkv 83
Mbukushu mhw 83
Sangu · 83 concepts
Classes present
1 · 2 · 3 · 4 · 5 · 6 · 7 · 8 · 9 · 10 · 11 · 14 · 1a · 2a
Templates
NP01=37 · NP03=28 · NP02=8 · NP04=7 · NP14=3
Sample nouns
muntu / bantucl 1→2
mwana / baanacl 1→2
mukazi / bakazicl 1→2
mulume / balumecl 1→2
mutwi / mitwicl 3→4
liso / mesocl 5→6
litwi / matwicl 5→6
diboko / bibokocl 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 →