BantuNomics· Nouns Enter the ecosystem
Live coverage · as of 2026-10-06 10:42 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
Luvale lue 83
Suundi sdj 83
Lomwe ngl 83
Sukuma suk 83
Malila mgq 83
Ndamba ndj 83
Kela kel 83
Bembe bmb 83
Gwere gwr 83
Bafia ksf 83
Ngindo nnq 83
Bekwel bkw 83
Suku sub 83
Kiluguru ruf 83
Xhosa xho 83
Bolia (Ébolia) bbg 83
Shona sna 83
Nyaturu rim 83
Umbundu umb 83
Bomongo lol 83
Basaa bas 83
Hehe heh 83
Lele lel 83
Shirima vmk 83
Matumbi mgw 83
Ntomba nto 83
Kwaya kya 83
Gyele gyi 83
Tiene tii 83
Nzebi nzb 83
Rwa rwk 83
Comorian (Shimwali) wlc 83
Bembe bbm 83
Mwera mwe 83
Mbalanhu lnb 83
Ruund rnd 83
Gogo gog 83
Takwane tke 83
Teke-Eboo ebo 83
Sangu snq 83
Teke-Laali · 83 concepts
Classes present
1 · 2 · 3 · 4 · 5 · 6 · 7 · 8 · 9 · 10 · 11 · 14 · 1a · 2a
Templates
NP03=33 · NP01=28 · NP04=8 · NP02=7 · NP14=7
Sample nouns
muntu / bantucl 1→2
mwana / baanacl 1→2
mukazi / bakazicl 1→2
mulume / balumecl 1→2
mutue / mituecl 3→4
liso / masocl 5→6
litu / matucl 5→6
kiboko / 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 →