AI for the languages no one else builds for.
We design models for underserved languages, sovereign systems with the data, evaluations, and infrastructure that big providers don't build. From Mongolian to Pashto to Swahili, we ship production AI in your language.
Built where
data is scarce.
Every step of the low resource pipeline, from data sourcing in regions with no Common Crawl coverage to evaluation when there are no public benchmarks. We've done it before.
Field Data Collection
Local linguists, native speakers, and regional partners, we source corpora that don't exist online yet.
Cross Lingual Transfer
Bootstrapping from related high resource languages, same family, similar grammar, to compress the data requirement.
Custom Tokenization
Multilingual tokenizers tuned for the script and morphology, Cyrillic, Arabic, Devanagari, Mongol bichig.
Eval Without Benchmarks
We build native speaker evals, covering reasoning, fluency, and cultural fit, when no public benchmark exists.
Sovereign Hosting
In country deployment so weights, training data, and inference logs never cross the border.
Production Voice & Text
Both written and spoken language, STT, TTS, and conversational models tuned to dialect and register.
Where the corpus doesn't yet exist.
Every step assumes you can't just download a dataset. We build the data, the eval, and the model, in that order.
Linguistic Discovery
Native linguists map dialects, registers, scripts, and the corpus gaps you'll need to fill before training.
Corpus Construction
Field collection, OCR of physical archives, broadcast transcription, and synthetic data generation where needed.
Train & Cross Test
Cross lingual transfer from related languages, then continued pretraining and domain adaptation on the target.
Sovereign Launch
In country deployment, native speaker evals, and ongoing tuning as new data comes in from production.
Questions about
Multilingual & Low Resource AI
For top 30 languages, often yes. For Mongolian, Pashto, Khmer, Hausa, and most of the world's languages, frontier models hallucinate, lose grammar, or refuse, and they aren't sovereign. We build for those gaps.
Mongolian (national scale voice), plus production work across Pashto, Urdu, Arabic dialects, Swahili, and several South Asian and Central Asian languages.
That's the norm for low resource work. We assemble corpora through partnerships with broadcasters, universities, and government archives, often digitizing physical materials and using cross lingual transfer to bootstrap.
Wherever sovereignty requires, usually in country, on infrastructure you own. See our data sovereignty offering for the full architecture.
Both are first class. Real conversations switch languages mid sentence and use dialect that diverges from the standard form. Our models are trained and evaluated on those cases explicitly.
Stop experimenting.
Start deploying AI that works.
Book a free discovery call. Tell us your language and use case, we'll tell you what's possible and how we'd build it.
info@croncore.com