FIN01 / 6
Banking & Finance
Voice-enabled KYC, mobile money interfaces and chatbots in the languages clients actually speak.
Use case
initiative · livev0.1 · founding-phasebuilda3f9·c1b
Mbote.Building the AI infrastructurefor 350M Bantu speakers.
Open datasets, NLP/ASR/TTS models and language tooling for the 500+ Bantu languages spoken across Central, East and Southern Africa — starting with Lingala.
languages
500+
in family
speakers
350M
across africa
datasets
1+
in publication
specimen / 001iso 639-3 · lin
Mbote
[mboˈte] · Lingala · CG · CD
- family
- Bantu (Niger-Congo)
- speakers
- ~350 million
- languages
- 500+
- license
- CC-BY-4.0
lingala-corpus-base62%
lingala-asr-seed14%
swahili-fr-parallel05%
huggingface.co/BantuLanguagesInitiativeopen ↗
↑ live system specimen
roadmap.feed · auto-refresh
tracked: 12family: bantuv0.1
[lin]Lingala70M speakers○ wip
/[swa]Swahili200M speakers· planned
/[kon]Kikongo8M speakers· planned
/[lua]Tshiluba6M speakers· planned
/[kin]Kinyarwanda12M speakers· planned
/[sna]Shona10M speakers· planned
/[zul]Zulu12M speakers· planned
/[lug]Luganda10M speakers· planned
/[sot]Sesotho6M speakers· planned
/[xho]Xhosa8M speakers· planned
/[nya]Chichewa12M speakers· planned
/[tso]Tsonga4M speakers· planned
/[lin]Lingala70M speakers○ wip
/[swa]Swahili200M speakers· planned
/[kon]Kikongo8M speakers· planned
/[lua]Tshiluba6M speakers· planned
/[kin]Kinyarwanda12M speakers· planned
/[sna]Shona10M speakers· planned
/[zul]Zulu12M speakers· planned
/[lug]Luganda10M speakers· planned
/[sot]Sesotho6M speakers· planned
/[xho]Xhosa8M speakers· planned
/[nya]Chichewa12M speakers· planned
/[tso]Tsonga4M speakers· planned
/scope.metrics · v2026.q2source: glottolog 5.x · ethnologue · internallast sync · live
/ 02 · the absence, in numbers
The scale of an absence.
Hundreds of millions of speakers. Almost no representation in major AI systems. Both numbers are real.
speakers01/4
0M+
Speakers of Bantu languages
central · east · southern africa
languages02/4
0+
Distinct Bantu languages
lingala · swahili · zulu · shona · …
datasets03/4
0 / many
Datasets in publication
first releases land 2026
sectors04/4
0
Sectors of impact
fin · hlt · edu · gov · tec
/ 03 · why this matters
An entire continent of voices — missing from the machine.
The largest language models in the world are trained on data that's overwhelmingly English, Mandarin, and a handful of European languages. When 350 million people who speak a Bantu language try to use a voice assistant, a chatbot, a search engine — the systems often don't even pretend to listen.
It's not a quirk of the technology. It's a question of which voices were judged worth recording. We exist to change that answer — not by hand-waving about “AI for Africa”, but by shipping the dull, exact, foundational work: clean datasets, reproducible pipelines, public benchmarks.
If you can't train on it, evaluate on it, and improve it in the open — it doesn't exist for AI. We're changing that.
● proto-bantu/
├─ northwest/ [3]
│ ├─ duala.lang
│ ├─ bubi.lang
│ └─ yaoundé.lang
├─ central/ [3]
│ ├─ lingala.lang← active
│ ├─ kikongo.lang
│ └─ tshiluba.lang
├─ east/ [3]
│ ├─ swahili.lang
│ ├─ kikuyu.lang
│ └─ luganda.lang
└─ southern/ [4]
├─ zulu.lang
├─ xhosa.lang
├─ shona.lang
└─ sesotho.lang
$ _
family · niger-congo · phylumtotal ~500 languages
/ 04 · infrastructure pipeline
From a recorded voice in Kinshasa to an open dataset the world can train on.
01step
Collect
Texts, audio, transcriptions. Sourced from communities, archives, broadcasters and academic partners.
textaudiometadata
02step
Process
Cleaning, normalization, annotation, alignment. Reproducible pipelines, public scripts, version-controlled.
pipelineQAalignment
03step
Publish
Open release on Hugging Face, with model cards, license, data sheets, and contribution guidelines.
HF datasetsCC-BY-4.0
04step
Integrate
Reference NLP, ASR, and TTS models. APIs, SDKs, and partnerships with builders across the continent.
modelsAPItools
/ 05 · sectors of impact
What working language models unlock.
The infrastructure is foundational. The applications it enables touch every part of public and economic life.
HLT02 / 6
Health
Vocal medical assistants, diagnostic translation, accessible patient interfaces in remote clinics.
Use case
EDU03 / 6
Education
Mother-tongue learning tools, literacy apps, augmented teacher resources for primary schools.
Use case
GOV04 / 6
Governance
Public services accessible in local languages: official translation, citizen-facing AI agents.
Use case
TEC05 / 6
Tech & Startups
Drop-in APIs and SDKs for African builders shipping localized apps to local markets.
Use case
CUL06 / 6
Media & Culture
Subtitling, archival, language preservation. Tools for journalists, broadcasters and storytellers.
Use case
/ 06 · first language
Why we're starting with Lingala.
Lingala is the lingua franca of Kinshasa — a city of fifteen million and one of the fastest-growing in the world — and of much of the Congo River basin. It is sung across Africa, broadcast on dozens of radio stations, and used daily in markets, offices, schools and ministries.
It is also functionally invisible to the AI systems that increasingly mediate banking, education and healthcare. Starting here is a choice with weight: a major African language, a rich oral and written tradition, and a measurable gap we can close.
Language fact sheetLingala
70M
speakers across Central Africa
- Speakers
- 70 million+
- Status
- Official in DRC & Republic of Congo
- Family
- Bantu / Niger-Congo
- Code (ISO 639-3)
- lin
- NLP coverage
- Near-zero in major LLMs
Sample
“Mbote na yo, ndenge nini ozali?”
Hello, how are you? · [mbote na jo, ndenge nini oˈzali]
/ 07 · system.activity
full changelog →Built in public. Logged in public.
2026.06
RELEASE
lingala-corpus-base · v0.1
First open Lingala text corpus enters preview. Cleaning and tokenization scripts published alongside.
2026.05
INFRA
Pipeline scaffolding online
Reproducible processing pipelines + CI on the public GitHub organization. Contributor guide drafted.
2026.04
MILESTONE
Initiative founded
BantuLanguages Initiative formally established. Founding hubs in Brazzaville and Kinshasa.
2026.Q3
RESEARCH
State-of-Bantu-NLP report (in writing)
Public foundation report mapping the gap between current LLM coverage and the Bantu language family.
/ 08 · joinBe part of
Be part of
the foundation.
Researchers, developers, linguists, foundations, ministries — we're building a community as multilingual as the languages it serves. Get the next dataset releases, calls for contribution, and research notes in your inbox.