The collection

Language → understanding → action

Multilingual LLM 01

Sawalni

Conversations in the languages people actually use.

Answer across text, image, video, and speech.

Darija · Amazigh · Arabic · French

Explore Sawalni
Language identification 02

Gherbal

Know the language before the first reply.

Route text across 214 languages and 28 scripts.

Global coverage · local nuance

Explore Gherbal
Semantic embeddings 03

Madmon

Find meaning across a language boundary.

Retrieve relevant content across Arabic and English.

Search · retrieval · ranking

Explore Madmon
Linguistic word encoder 04

Sawtone

Let a word travel between scripts.

Connect related forms and spellings.

Arabizi · Arabic · Latin · Tifinagh + more

Explore Sawtone
Speech recognition 05

Daktilo

Make a recording searchable.

Turn human speech into a usable transcript.

Darija · Arabic · French · Spanish

Explore Daktilo
Speech synthesis 06

ASAT-v3

Give a written line its own voice.

Create speech for a product or a story.

Darija · Tamazight · multilingual voice

Explore ASAT-v3

Open language atlas

Wikilangs.

Move across 360 Wikipedia languages. Explore where they are used, their training groups, real text, and five kinds of open models.

Enter the atlas →

Build with the collection

Build with the stack

The Sawalni API gives you live inference, documentation, and a playground for your own inputs.

Explore use cases → Open API Portal