BantuNomics· Nouns Enter the ecosystem
Live coverage · as of 2026-10-06 14:10 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
Ntomba nto 83
Teke-Laali lli 83
Kgalagadi xkv 83
Lega lea 83
Matumbi mgy 83
Nande nnb 83
Ngombe ngc 83
Kwaya kya 83
Mpuono zmp 83
Sangu sbp 83
Sena seh 83
Laari ldi 83
Kimbundu kmb 83
Hemba hem 83
Congo Swahili swc 83
Shirima vmk 83
Khayo lko 83
Shona sna 83
Bukusu bxk 83
Mbole mdq 83
Tonga (Mozambique) toh 83
Mbowe mxo 83
Pogolo poy 83
Hehe heh 83
Mbati mdn 83
Northern Ndebele nde 83
Kiluguru ruf 83
Lele lel 83
Birwa brl 83
Tetela tll 83
Gyele gyi 83
Ndali ndh 83
Manyanga mny 83
Luchazi lch 83
Southern Ndebele nbl 83
Rwa rwk 83
Tharaka thk 83
Suundi sdj 83
Kwambi kwm 83
Bafia ksf 83
Sena · 83 concepts
Classes present
1 · 2 · 3 · 4 · 5 · 6 · 7 · 8 · 9 · 10 · 11 · 14
Templates
NP01=42 · NP03=21 · NP02=10 · NP04=9 · NP14=1
Sample nouns
muntu / antucl 1→2
mwana / anacl 1→2
mukazi / akazicl 1→2
mulume / alumecl 1→2
mutwe / mitwecl 3→4
iso / masocl 5→6
itwi / matwicl 5→6
chiboko / dzibokocl 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 →