Swahili AI Training Datasets
Swahili (Kiswahili) spoken in East Africa, written in Latin, is one of the languages we build proprietary, rights-cleared datasets for. We collect and annotate it at production depth for AI training. Every Swahili dataset ships with documented consent, provenance and published quality metrics, and is available with India data residency.
Swahili datasets in the catalog
Showing 2 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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Safety / EvalSafety / Eval Audio / Speech
African-Language Clinical Speech Eval Set
A held-out evaluation set of accented clinical and everyday speech in two African languages — for benchmarking ASR and speech-LLM robustness.
- Languages:
- Swahili, Yoruba
- Size:
- 40 hrs · 600 speakers
- IAA:
- 0.85
Rights-clearedLicence from
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Services for Swahili 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 Swahili data rights-cleared and safe to train on?
Yes. Every Swahili 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 Swahili data to spec?
Yes. When the Swahili 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 Swahili 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 Swahili 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.