BantuNomics· Nouns Enter the ecosystem
Live coverage · as of 2026-08-22 07:29 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
Mbati mdn 83
Ngungwel ngz 83
Lenje leh 83
Tetela tll 83
Hehe heh 83
Dawida dav 83
Zimba zmx 83
Bafia ksf 83
Takwane tke 83
Lunda lun 83
Bekwel bkw 83
Teke-Eboo ebo 83
Nyemba nba 83
Fipa fip 83
Taveta tvs 83
Luvale lue 83
Manyanga mny 83
Nsenga nse 83
Laari ldi 83
Nande nnb 83
Zinza zin 83
Hemba hem 83
Vidunda vid 83
Metto mgh 83
Yao yao 83
Machinga mvw 83
Bembe bmb 83
Birwa brl 83
Matumbi mgw 83
Bungu wun 83
Basaa bas 83
Hungana hum 83
Kalanga kck 83
Vunjo vun 83
Malila mgq 83
Ntomba nto 83
Mbochi mdw 83
Xhosa xho 83
Oroko bdu 83
Kiluguru ruf 83
Manda · 83 concepts
Classes present
1 · 2 · 3 · 4 · 5 · 6 · 7 · 8 · 9 · 10 · 11 · 14
Templates
NP01=57 · NP03=12 · NP04=11 · NP14=2 · NP02=1
Sample nouns
muperson / bapersoncl 1→2
muchild / bachildcl 1→2
muwoman / bawomancl 1→2
muman / bamancl 1→2
muhead / miheadcl 3→4
lieye / maeyecl 5→6
liear / maearcl 5→6
chihand / vihandcl 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 →