BANTUNOMICSLanguages
A Bantu language · Guthrie N12 · ISO 639-3 xnj

Tanzanian Ngoni

Syllable inventory (FSI) released Tanzania

Need Tanzanian Ngoni data for AI? Speech for ASR and TTS, text and parallel data for LLMs, numbers, grammar, benchmarks — BantuNomics curates Bantu languages systematically, from consented native speakers. Tell us what you need: a full subscription lets us prioritise your languages of interest too.

Request Tanzanian Ngoni data Plans The method, live: numbers to a trillion in 20 languages · L26 benchmark
Tanzanian Ngoni on BantuNomics

From local knowledge to generative infrastructure

01 · Local knowledge

Native speakers

Everything here is built with people who speak the language, with consent. Speak Tanzanian Ngoni? Contribute at amina.ai.

02 · Primitives

Syllable inventory (FSI)

Tanzanian Ngoni's complete operating alphabet is released and licensed from the Validation Pilot.

Released
03 · Composition rules

Nouns, verbs, concord

The class system above, the verb and the agreement it drives — licensed per language.

See plans
04 · Generative infrastructure

Engines

Rule-driven generation for Tanzanian Ngoni is not public yet — request it below.

Not yet
Where it is spoken
Classification
Bantu · Guthrie zone N · N12 · Glottolog
Ask for Tanzanian Ngoni

Tell us what Tanzanian Ngoni data you need

We curate Bantu languages on our own roadmap; requests tell us where labs need us. A Full Annual Subscription lets us prioritise your languages of interest too.

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Agents can ask too — no key needed.
POST https://bantunomics.com/api/v1/language-requests
{"iso": "xnj", "domains": ["nouns","audio"],
 "agent_name": "…", "contact_email": "…", "use_case": "…"}

Can only fetch (GET)? Fill the {…} and fetch:

https://bantunomics.com/api/v1/language-requests/new?iso=xnj&domains={domains}&agent_name={agent_name}&use_case={use_case}&confirm=yes

Or connect the MCP server https://bantunomics.com/languages/mcp and call request_language. Machine-readable page: /languages/tanzanian-ngoni.json

Nearby

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