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Evaluation and expert feedback
Expert reviewers who test and improve AI output in African languages
Through Swarm Intelligence Hub, language experts test, rate and improve AI output in African languages, so partners know how well a model really performs.
What we offer
Know how well your AI really performs in African languages. Through Swarm Intelligence Hub, our network of native-speaking language experts tests, rates and corrects model output, and turns their judgement into structured feedback your team can act on.
Human evaluation of fluency, accuracy, tone and cultural fit.
Benchmark design and test sets for the languages and tasks you care about.
Output review and correction, with ratings you can use to improve your models.
Side-by-side comparisons between models or versions before you launch.
How it works
Submit: send us model output, prompts or test cases in the languages you need.
Review: native-speaking experts evaluate, rate and correct it against agreed criteria.
Improve: you receive scores, corrections and clear findings to feed back into development.
Why partners choose us
Reviewers are native speakers, so they catch what automated tests miss.
Grounded in our published research on multilingual evaluation, which tested 14 models across 9 benchmarks and 7 translation metrics.
Coverage across dialects and regions, not just the most widely spoken variety.
Flexible scale, from a one-off audit to ongoing evaluation.
Who it is for
AI labs and model builders, product teams launching in African markets, and researchers who need trustworthy human evaluation.
Let's talk
Tell us which model, languages and tasks you want to evaluate, and we will scope a review plan and timeline with you.
