BantuNomics Sign in

Coverage Β· growing

A standard that is filling in.

The tone corpus is not a frozen file β€” it grows as native contributors record. Here is the current, live curated footprint, and why its completeness is measurable.

6Languages
146Homographs
252Distinct meanings
327Consented takes
327Extractable clips
459FSIs assembled
LanguageCountryHomographsMeaningsTakesClipsSpeakersFSI size
πŸ‡ΏπŸ‡² BembaZambia526060601520
πŸ‡ΈπŸ‡Ώ SwatiEswatini204660601405
πŸ‡ΏπŸ‡¦ XhosaSouth Africa254460601455
πŸ‡ΏπŸ‡¦ ZuluSouth Africa295860601460
SwahiliRwanda1024484811000
πŸ‡·πŸ‡Ό KinyarwandaRwanda102039391490

How to read this

Bounded denominator, rising numerator.

Because the syllable inventory of each Bantu language is finite and closed, coverage is a measurable property: a known set of legal syllables and homographs, filling with consented native audio. That is the opposite of an open-ended web scrape β€” you can see exactly how complete it is, and watch the number rise.

Access

Start where you are.

Prove it free, validate it on your own data, or license the whole program.

01 Β· Free
Evaluation

Score your model against the foundational layer β€” the Alphabet Test and the L26 Lite suite, with saved results. Self-serve, no cost.

Start evaluating β†’
Most labs start here
02 Β· 75 days
Validation Pilot

Three languages you choose β€” and everything we hold for them. Measured on your own held-out data.

Scope a pilot β†’
03 Β· Program
Full Annual Subscription

Every product, every language, the full consented corpus β€” and everything curated while you're subscribed.

Start a Full Annual Subscription β†’