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BantuNomics
Body & Health · BTS-BH100
Partnership
The family · one standard · 21 languages

Not one language. A whole family.

Every language below attaches to the same frozen concept anchor by ID — so a model trained on one is structurally ready for all. Hundreds of millions of speakers, one licensable substrate.

~235MSpeakers
21Languages
15Countries
1,106Native variants
Language Country Guthrie Speakers Depth (BH-AI v1) Body terms Phrases Ways said Native speakers building it
🇰🇪
Swahili (Kenya)
Kiswahili
Kenya · Tanzania G42 100M Anchored 80 174 collecting
🇺🇬
Swahili (Uganda)
Kiswahili
Uganda G42 100M Anchored 80 174 collecting
🇷🇼
Kinyarwanda
Ikinyarwanda
Rwanda · DR Congo · Uganda JD61 15M Anchored 80 173 209 Pacifique, Uwayisenga
🇲🇼
Chewa / Chichewa
Chichewa
Malawi · Zambia · Mozambique N31 14M Anchored🎙 80 175 collecting
🇱🇸
Sesotho
Sesotho
Lesotho · South Africa S33 13.7M Anchored 85 175 collecting
🇧🇮
Kirundi
Ikirundi
Burundi · Rwanda JD62 12M Anchored 81 172 collecting
🇿🇦
isiZulu
isiZulu
South Africa S42 12M Anchored🎙 91 175 collecting
🇺🇬
Luganda
Oluganda
Uganda JE15 10M Anchored🎙 80 175 207 Catherine
🇿🇼
Shona
chiShona
Zimbabwe · Mozambique S10 9M Anchored 80 175 collecting
🇧🇼
Setswana
Setswana
Botswana · South Africa S31 8.2M Anchored🎙 80 175 210 Tshepho
🇿🇦
isiXhosa
isiXhosa
South Africa S41 8.2M Anchored 85 175 collecting
🇰🇪
Gikuyu
Gĩkũyũ
Kenya E51 8.1M Anchored 87 175 collecting
🇿🇦
Tsonga (Xitsonga)
Xitsonga
South Africa · Mozambique · Zimbabwe S53 7M Anchored 80 175 collecting
🇿🇦
Sepedi (Northern Sotho)
Sesotho sa Leboa
South Africa S32 4.7M Anchored 80 175 collecting
🇿🇲
Bemba
IciBemba
Zambia · DR Congo M42 4.1M Anchored🎙 100 185 collecting
🇺🇬
Runyankore
Runyankore
Uganda JE13 3.4M Anchored 80 174 collecting
🇸🇿
Siswati (siSwati)
siSwati
Eswatini · South Africa S43 2.4M Anchored🎙 108 185 1 Musa Dube
🇿🇼
Northern Ndebele (isiNdebele)
isiNdebele
Zimbabwe S408 1.6M Anchored 80 175 229 Shammah
🇿🇲
Luvale
Luvale
Zambia · Angola K14 1M Anchored🎙 80 175 collecting
🇿🇲
Chilunda (Lunda)
Chilunda
Zambia · Angola · DR Congo K14 500K Anchored🎙 80 175 247 Collins Chisoya, Harrison Kalichi
🇿🇲
Kaonde (Kikaonde)
Kikaonde
Zambia L41 240K Anchored 80 175 3 Collins Chisoya

Every row links to its per-language depth against the BH-AI v1 anchor. Depth ladder: Anchored → Filled → Voiced → Verified — see the full coverage matrix →

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.

Start a Full Annual Subscription →