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Swarm Intelligence

A marketplace of language experts who evaluate and improve AI output.

A marketplace of language experts who evaluate and improve AI output.

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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

Want to try it out live?

Have a project in mind?

We build and deploy language AI with partners across Africa and beyond. Tell us what you need, and our team will reply within one working day.

Have a project in mind?

We build and deploy language AI with partners across Africa and beyond. Tell us what you need, and our team will reply within one working day.