Zulu AI Training Datasets
Zulu (isiZulu) spoken in South Africa, written in Latin, is one of the languages we build proprietary, rights-cleared datasets for. It is a low-resource language: usable training data barely exists on the open web, so it has to be collected from real speakers with consent. Every Zulu dataset ships with documented consent, provenance and published quality metrics, and is available with India data residency.
Zulu datasets in the catalog
Showing 1 of 41 datasets.
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Safety / EvalSafety / Eval Text
African Low-Resource Red-Team & Safety Eval Set
A native-speaker red-team and safety evaluation set across five major African languages — built to surface harms that English-only guardrails miss.
- Languages:
- Hausa, Yoruba, Amharic, Swahili, Zulu
- Size:
- 18,400 prompts
- IAA:
- 0.87
Rights-clearedLicence from
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Services for Zulu data
When the data you need doesn't exist yet, we build it — collection, annotation, alignment and evaluation, all rights-cleared and documented.
Multilingual Data Collection
Native-speaker audio, video, image and text collection across Indic, African and low-resource languages — field-grade, consented, documented.
Explore the serviceData Annotation
Speech, NLP, CV and multimodal annotation at IAA ≥ 0.85 with two-pass QA — built for foundation-model SLAs.
Explore the serviceSFT Gold-Standard Data
High-quality prompt/response curation for supervised fine-tuning — vetted by linguistic SMEs, not crowd-sourced noise.
Explore the serviceCultural & Cross-Lingual Evaluation
Evaluation for honorifics, code-mix, idioms, caste-safety and pragmatic correctness — beyond translated MMLU.
Explore the serviceCommon questions
- Is the Zulu data rights-cleared and safe to train on?
Yes. Every Zulu record is created or sourced under written contributor agreements granting commercial reuse, with a consent reference and authorship log — never scraped.
- Can you collect more Zulu data to spec?
Yes. When the Zulu data you need doesn't exist, we collect and annotate it to your specification across speech, text and multimodal modalities, with an India-residency option.
- How is Zulu data quality measured?
Each dataset ships with a data card: inter-annotator agreement, QA pass rate, and (for speech) word error rate, with two-pass QA and adjudication.
Need Zulu data your model can train on?
License what's in the catalog, or tell us exactly what you need — we build proprietary, rights-cleared datasets to spec, with India data residency.