Swarm Intelligence



Languages
Experts across African languages
Status
Live
Origin
Built in-house
Overview
Swarm Intelligence Hub is African Languages Lab's marketplace of language experts who evaluate and improve AI output in African languages. It connects AI teams with native-speaking reviewers on demand, so models are judged by people who actually speak the language, understand its culture and notice what automated metrics miss.
Automated scores alone cannot tell you whether a translation sounds natural in Twi, or whether a chatbot answer makes sense to a Hausa speaker. Swarm puts that judgement in the hands of experts and turns it into structured feedback that teams can act on.
Swarm is also where linguists, translators and native speakers join the Lab's expert network and apply for our fellowships, roles and programs.
Key features
Native-speaking experts on demand
Reach reviewers who speak the language across dialects and regions, without building your own evaluation team.
Human evaluation beyond metrics
Experts rate fluency, accuracy, tone and cultural fit, and correct output where it falls short.
Submit, review, improve
Teams send AI output for review, experts evaluate and correct it, and the feedback goes back into making models better in the languages that matter.
Grounded in research
Built on the Lab's published work on multilingual evaluation, including research on translation as a scalable proxy for measuring model quality.
A home for language experts
Linguists, translators and native speakers can join, take on evaluation work and grow with the Lab.
By the numbers
[Number] language experts in the network
[Number] African languages covered
Native-speaking expert reviewers for every task
Evaluation, rating and corrections that feed back into better models
Live at swarmintelligencehub.ai

