BantuNomics· Nouns Enter the ecosystem
Live coverage · as of 2026-08-22 08:29 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
Suundi sdj 83
Kalanga kck 83
Mbala mdp 83
Bembe bmb 83
Tharaka thk 83
Swahili swh 83
Metto mgh 83
Vidunda vid 83
Nyakyusa nyy 83
Bukusu bxk 83
Zimba zmx 83
Dawida dav 83
Bafia ksf 83
Khumbi khu 83
Hehe heh 83
Lenje leh 83
Kiluguru ruf 83
Suku sub 83
Malila mgq 83
Shambala ksb 83
Kota koq 83
Mwera mwe 83
Zanaki zak 83
Teke-Laali lli 83
Sangu snq 83
Kimbundu kmb 83
Pogolo poy 83
Nzebi nzb 83
Hungana hum 83
Zinza zin 83
Mbukushu mhw 83
Bungu wun 83
Matumbi mgw 83
Kgalagadi xkv 83
Yao yao 83
Lega lea 83
Konongo kcz 83
Takwane tke 83
Kela kel 83
Bomongo lol 83
Mbukushu · 83 concepts
Classes present
1 · 2 · 3 · 4 · 5 · 6 · 9 · 10 · 14 · 16 · 1a · 2a
Templates
NP01=32 · NP03=23 · NP04=22 · NP14=3 · NP02=2 · NP09=1
Sample nouns
muntu / vantucl 1→2
munona / vanonacl 1→2
mukadi / vakadicl 1→2
murume / varumecl 1→2
mutwi / mitwicl 3→4
diso / mesocl 5→6
ditwi / matwicl 5→6
dikono / makonocl 5→6
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 →