BantuNomics· Nouns Enter the ecosystem
Live coverage · as of 2026-08-22 07:41 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
Asu asa 83
Mbowe mxo 83
Ngindo nnq 83
Metto mgh 83
Kota koq 83
Lenje leh 83
Zanaki zak 83
Kiluguru ruf 83
Kumu kmw 83
Nyanga nyg 83
Bafia ksf 83
Zimba zmx 83
Dawida dav 83
Hehe heh 83
Ndau nda 83
Oroko bdu 83
Xhosa xho 83
Pogolo poy 83
Kako kkj 83
Tetela tll 83
Mwera mwe 83
Mbochi mdw 83
Ntomba nto 83
Matumbi mgw 83
Bungu wun 83
Vunjo vun 83
Bembe bmb 83
Rwa rwk 83
Malila mgq 83
Laari ldi 83
Nyoro nyo 83
Hungana hum 83
Zinza zin 83
Vidunda vid 83
Nsenga nse 83
Khayo lko 83
Yela yel 83
Mbati mdn 83
Southern Ndebele nbl 83
Swahili swh 83
Lega · 83 concepts
Classes present
1 · 2 · 3 · 4 · 5 · 6 · 7 · 8 · 9 · 10 · 11 · 14 · 16
Templates
NP03=32 · NP01=29 · NP04=9 · NP02=6 · NP14=6 · NP09=1
Sample nouns
omuntu / abantucl 1→2
omwana / abaanacl 1→2
omukazi / abakazicl 1→2
omulume / abalumecl 1→2
omutwe / imitwecl 3→4
diso / amesocl 5→6
itwi / amatwicl 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 →