BantuNomics· Nouns Enter the ecosystem
Live coverage · as of 2026-08-22 08:30 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
Malila mgq 83
Mbole mdq 83
Shambala ksb 83
Gungu rub 83
Shanjo shc 83
Hema nix 83
Kwambi kwm 83
Vidunda vid 83
Metto mgh 83
Matumbi mgw 83
Bungu wun 83
Bembe bmb 83
Mwera mwe 83
Hungana hum 83
Zinza zin 83
Kalanga kck 83
Machinga mvw 83
Birwa brl 83
Yao yao 83
Shona sna 83
Hemba hem 83
Sena seh 83
Matumbi mgy 83
Ndamba ndj 83
Congo Swahili swc 83
Comorian (Shimwali) wlc 83
Sukuma suk 83
Mbalanhu lnb 83
Kwaya kya 83
Mpuono zmp 83
Manda mgs 83
Umbundu umb 83
Ruri rnw 83
Kunyi njx 83
Binji bpj 83
Gogo gog 83
Gyele gyi 83
Luchazi lch 83
Teke-Tyee tyi 83
Ngombe ngc 83
Kimbundu · 83 concepts
Classes present
1 · 2 · 3 · 4 · 5 · 6 · 7 · 8 · 9 · 10 · 11 · 14 · 16
Templates
NP03=33 · NP01=32 · NP04=9 · NP14=5 · NP02=3 · NP09=1
Sample nouns
muntu / antucl 1→2
muana / anacl 1→2
mukazi / akazicl 1→2
mulume / alumecl 1→2
mutu / mitucl 3→4
disu / mesucl 5→6
ditu / matucl 5→6
kiboko / ibokocl 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 →