Review & Training
Native speakers rate, test and correct your AI in their languages.
Evaluation
Pilot
AI builders
Process
~/nzinga
$
your model, rated by speakers
→ ratings and corrections reviewed
→ red-team findings reported
● scores per language
Nzinga · review
reviewers
Who does the work
Native speakers
pay
Reviewer share of each fee
Published
content
Difficult content
Opt-in only
Overview
AI products still fail in African languages, and native speakers see why. Nzinga reviewers rate answers, write and correct training examples, and probe models for harm, paid at a higher rate for expert work.
What it includes
feedback
human
Ratings and preferences on model answers
evaluation
tests
Native-speaker test sets and scored reports
red-teaming
safety
Probing models for harmful or wrong answers
training
data
Written and corrected examples for fine-tuning, per task
models
Nzinga
Nzinga models tuned on consented data
Process
01
Tell us the task
Share the model, the languages and what good looks like to you.
02
Speakers review it
Native speakers rate, test and correct, with checks on quality.
03
Get scored reports
Scores per language with examples, plus the corrected data.
Have native speakers review your model's answers.
Tell us the model, the languages and the task, and we will scope a pilot with you.
→ choose languages and task
→ native speakers review
→ scored report per language
✓ native speakers · ✓ paid fairly · ✓ opt-in
● pilot · partners wanted