BANTUNOMICSPlans
Access & pricing

Choose how you engage.

Four ways in — from a free public test to a full program subscription. Each is a real step, and you're never locked into climbing them in order.

Prove it free → measure it on your data → license the platform. The paid pilot is 100% creditable toward a subscription, so nothing you spend to evaluate is lost.

What every plan is measured in. BantuNomics is a suite of domain products — each its own body of work, built on published Bantu scholarship (dictionaries, grammars, and native fieldwork) and consented native audio. FSI is the foundational domain — everything decomposes back into it — but it is one product among several. Plans differ by how many languages and which domains you license.
FSI — the operating alphabet: every legal syllable of a language, verified. The foundation every other domain builds on.
Tone — the meaning carried by pitch and vowel length, in native audio.
Nouns — the noun-class system, aligned one-to-one across the family.
Verbs — the generative verb: one root unfolds into its whole paradigm.
Numbers — the numeral system, spoken in clean Bantu and code-switch.
Health — a standardized set of clinical concepts, consented and voiced.
Grammar — the concord system: how one noun class governs a whole sentence, certified.
Stories — connected speech, in three aligned modes.
Each is a full product in its own right — see the catalogue for its scope. Most carry consented native audio in two modes: clean Bantu, and the Bantu-and-English code-switch a speaker actually uses.
Public
Anyone — no account needed
FreeOpen access, forever

See the whole thesis and verify the gap yourself before you talk to anyone.

  • Includes
  • The public alphabet test — give any AI the task we give ours
  • The L26 benchmark leaderboard
  • Coverage counts across every language + the essays
Evaluation
Allow-listed AI labs · by invitation
FreeNo charge · 30-day window

Confirm the foundation is real on your own models, hands-on, before any commitment.

  • Everything in Public, plus
  • The scored Alphabet Test on the assigned languages (Bemba + Nyanja) — recall, precision, L26
  • Saved run history you can re-run + track; your own agent can run it by key
  • Rates only — no inventory, no audio, no downloads (full FSIs begin at Pilot)
Most teams start here
Validation Pilot
A scoped, paid proof on your data
$150,00075 days · 100% creditable

Measure the platform on your own held-out data, across your chosen languages and every domain — one clean go/no-go.

  • Everything in Evaluation, plus
  • Three languages you choose (or our default set)
  • FSI and every other domain on those languages
  • Consented native audio, both modes (clean + code-switch)
  • A private pilot workspace + an embedded engineer
  • Fully credited toward a subscription
Full Annual Subscription
A full commercial license to the living platform
Talk to usFull annual license

Subscribe to the whole living platform — everything today, and everything added while you're subscribed.

  • Everything in Pilot, plus
  • Every domain product, every released language — and everything added as it grows
  • The full consented audio corpus, uncapped
  • Bulk export + the machine surface at subscriber rate
  • A private engagement data room + a say in the roadmap
Compare every plan · the same options, in detail

What each plan unlocks

The four options above, laid out product by product — so you can see exactly what opens up at each tier.

  PublicFree EvaluationFree · invite Validation Pilot$150K · 75 days Full Annual SubscriptionTalk to us
Best forVerifying the gapScoring your models on the Alphabet TestProving value on your own dataBuilding on the whole platform
LanguagesCounts onlyBemba + Nyanja (assigned · test only)3 you chooseEvery released language, growing
The domains — what each plan unlocks, product by product
FSI · operating alphabet · foundationalPublic test Alphabet Test · 2 langs full FSIs · your langs all released
Tone · tonal homographsTeaser your langs
Nouns · aligned matrixTeaser your langs
Verbs · generative engineTeaser your langs
Numbers · numerals & voiceCalculator your langs
Health · clinical languageTeaser your langs
Grammar · concord matrixSample your langs
Stories · connected speechTeaser your langs
Consented native audioSample (per language) full, uncapped
Bulk export
Private data roomPilot workspace engagement room
Term30 days75 daysAnnual
PriceFreeFree$150,000*Talk to us

*Validation Pilot fee is 100% creditable toward the Full Annual Subscription. Enterprise-only; access is provisioned by BantuNomics. Prices in USD.

Grant & funder access · invite-only

For mission-aligned funders

A separate, non-commercial track for grant, philanthropic, and impact funders — not a subscription and not for AI labs. A full, curated view of the work and where it's going, so you can support foundational language infrastructure for the 400M+ people who speak these languages.

Enquire about the Showroom
Good to know

Questions, answered

Do I have to evaluate before a pilot?

No. Each door is independent — start a pilot, or go straight to a subscription, without an evaluation first. An evaluation is welcome, not required.

Is the pilot fee refundable?

Better than refundable — it's 100% creditable. Convert to the annual subscription and the $150,000 comes straight off the first year.

What does "Evaluation is the foundation only" mean?

Evaluation opens the operating alphabet (FSI) for two languages so you can confirm the core is real. The other domains — Tone, Nouns, Verbs, and the rest — open at the Pilot step, on your chosen languages.

Does the subscription mean "every language, complete"?

No — and we're candid about it. It's a subscription to a living platform that keeps growing wider (more languages) and deeper (more per language). You get everything that exists today and everything added while you're subscribed.

Who is the Showroom for?

Mission-aligned funders — grant, philanthropic, and impact capital — not AI labs. It's an invite-only, non-commercial view of the work.

How do I know it's real?

Check it yourself in a minute: l26.ai shows today's frontier models acing English and failing the same alphabet test on a Bantu language.

One thing worth understanding about the pricing: BantuNomics is a living platform, not a finished dataset — it grows in two directions at once: wider, as we add more of the 500-plus Bantu languages, and deeper, as each language gains more words, recordings, pronunciation, and grammar. That's why the top tier is a subscription: you're licensing something that never stops improving, not buying a file that goes stale.