The intelligence infrastructure for AI in the Global South.
Data, human expertise and evaluation for AI systems operating across diverse languages, cultures and real-world environments.
How an engagement runs.
Define
Tell us what your AI system needs.
Match
We identify the right languages, locations, skills and expertise.
Execute
Qualified contributors complete the work through controlled workflows.
Validate
Our quality systems and reviewers evaluate the outputs.
Deliver
You receive production-ready data, evaluation results or intelligence.
Quality isn't a feature. It's the system.
Four layers run continuously through every engagement. The thresholds behind them are internal; the structure is not.
Qualification
Assessed for language, background and demonstrated skill before eligibility.
Gold standards
Known-answer items seeded through live work for continuous measurement.
Review
Independent reviewers check output against the brief, with escalation paths.
Measurement
Agreement and accuracy tracked over time, feeding back into matching.
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