One concept. Every language. Aligned.
Not a wordlist — the program. Across the whole Bantu family — 352 languages — every noun is the same equation, driven by its noun class. We share the equation, the class + concord system, an interactive builder, and the English-anchored matrix: pick a concept, see its noun — singular and plural — in every language, aligned 1:1.
The Aligned Matrix
Pick an English concept and see its noun — singular and plural — across the whole family, aligned by a stable ref_id. The multilingual noun table no wordlist gives you.
Open the matrix →The Equation & Builder
The noun-class equation, the full class + concord system, and an interactive builder — pick a class + stem, watch AUG+PREFIX+STEM compose and the phonology fire.
Open the builder →The Concept Spine
The English anchors (permanent, append-only, growing toward 10,000). Each maps once and every language links to it — the alignment never re-enters English.
Browse the concepts →6-in-1 Recordings
One consented Bantu→English code-switch take = six datasets, singular and plural. The native aligns the word to the meaning, then records the truth.
See the six datasets →Try the whole engine and the matrix teaser for free. When you're ready to license, one subscription spans every BantuNomics domain and language — not just nouns.
- The equation + interactive builder + class system
- The concept spine (83 anchors) + the matrix teaser
- The live engine — compose & decompose (API + MCP)
- The aligned matrix on your eval languages
- Full tutorial, engine at 50× batch, full API + MCP
- Sampled consented audio (Bemba)
- The matrix on an agreed language set, bigger caps
- Measured on your own held-out data
- The curation moat
- Every domain, every language — syllables, verbs, nouns, tone, health, numbers, and each one added next
- The full aligned matrix + consented audio corpus + all bulk exports & APIs
- Uncapped engine — everything curated while you subscribe
We don't sell a wordlist. We share the aligned machine that makes it.
The engine specifies every noun from its class; the English spine aligns them across the whole Bantu family; the recordings prove them in native mouths.