BantuNomics How to engage

Access levels

BantuNomics is an enterprise subscription. Evaluation is self-serve — the scored tests only; Pilot and Full Annual Subscription access is provisioned by BantuNomics. FSI is the wedge; a Full Annual Subscription licenses every product line (FSI, Standards, Equations, UCM, Tone, Numbers, Health, Verbs, Nouns, OS) across all released languages.

One credential works across every product subdomain

How coverage scales by tier: Public — the public engines, coverage, and free articles. Evaluation — the scored Alphabet Test + the L26 Lite suite, run closed-book and open-book by your own agent, with every run saved so you can retest and show improvement; scores only, no inventory and no other domain. Pilotall eight domains (FSI · Tone · Nouns · Verbs · Numbers · Health · Grammar/UCM · Stories), full depth, on your selected pilot languages. Full Annual Subscriptionevery product line, every released language.

PublicOpenAnyone EvaluationNo charge · self-serveAI labs & teams Pilot · Validation ProgramTalk to us · 75 daysScoped paid pilot Full Annual SubscriptionTalk to usFull ecosystem license
Product domains covered (all eight: FSI · Tone · Nouns · Verbs · Numbers · Health · Grammar/UCM · Stories)Public engines + coverageFSI Alphabet Test only (score, not data)Every covered domain — full depth, on your pilot languagesEvery product line — all languages
LanguagesCoverage & provenance onlyBemba + Chewa (Alphabet Test · assigned)
5 languages (L26 Lite · scores only)
Agreed pilot set (e.g. Bemba/Nyanja/Tonga)All 459 released FSIs
Free articles / essays (thought leadership, no key)✓ open
The Alphabet Test (score your own model)✓ open✓ saved history + L26 (the eval unlock)
L26 Lite benchmark suite (closed-book vs open-book — your model's tool-lift; agent-runnable over MCP)English + Pinyin control tracks + 3 Bantuwidened to 10 Bantu languages
Saved results (every run scored + kept · retest after training · share with your team)the eval unlock
FSI inventories (data access)(begins at Pilot)✓ pilot set✓ all 459
Consented native audio (begins at Pilot)Sample · cap 25/lang · all domainsFull · uncapped
Curation & provenance + revision history + reproducibility kitthe pilot moat
Bulk export
APIs + hosted MCPPublic scorer only✓ Alphabet Test scorer (your key · eval quota)✓ JSON + JSONL (higher quota)✓ full (json/jsonl/csv/zip/docx, unlimited)
Term30 days75 daysAnnual
How to get itRun the testStart free evaluation →Apply for a pilot →Talk to us →

The ladder: prove the gap on your own model (Public) → verify our inventory on an allow-listed set (Evaluation) → measure it on your held-out data in a scoped paid pilot with the full provenance moat (Validation Program) → license the whole ecosystem (Full Annual Subscription). One credential carries across every subdomain at every level.

Mission-aligned funders follow a separate, non-commercial track — the invite-only Funder Showroom (not a subscription, not for AI labs). Enquire about the Showroom →

Funder Showroom — a separate track

For non-equity funders (grant / philanthropic / impact capital), not AI labs: an invite-only, guided walkthrough of the consented corpus across the funder's chosen product domains — all languages, sample audio (cap 15), provenance visible, no bulk export. Granted by allowlist, managed by BantuNomics admin.

Start your free evaluation → Run the Alphabet Test

© 2026 3 Mega LLC, d/b/a BantuNomics · Enterprise-only · access provisioned by BantuNomics.