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Swahili Conversational Speech Dataset

2,000 hours of spontaneous two-person conversations in Swahili, recorded in Kenya with 200 vetted native speakers. Dual-channel audio, time-aligned human-verified transcripts and speaker metadata, licensed for commercial ASR, TTS and voice AI training.

This repository is the dataset card only. The audio is licensed commercially and isn't hosted on Hugging Face. Free samples (audio, matching transcripts and the metadata schema) are sent on request: request Swahili samples.

Specifications

Language Swahili
Recorded in Kenya
Speech type Spontaneous two-person conversations
Volume 2,000 hours
Speakers 200 vetted native speakers
Audio Dual-channel, one channel per speaker
Transcripts Time-aligned, human-verified
Speaker metadata Age, gender, region, recording device
Consent Signed commercial-use consent from every speaker
License Commercial, for training and evaluation
Price $65 per hour of audio, volume discounts available

What makes Swahili hard for speech recognition

Swahili builds words from prefixes and suffixes around a root, and noun classes change agreement across the whole sentence. In Kenya, urban speakers mix it with English and Sheng slang, so models trained on formal or Tanzanian Swahili lose accuracy.

Built for

  • Automatic speech recognition (ASR / STT)
  • Text-to-speech and voice synthesis prosody
  • Voice agents and IVR for Kenya
  • Speaker diarization and turn-taking models
  • Speech LLM and audio-understanding fine-tuning

Getting the data

Request samples with a company email on the Swahili dataset page and the team replies with representative audio and transcripts so you can check quality, accents and transcript conventions before you buy. Need more hours, another dialect or your own recording setup? SpeechData.ai also collects speech data to spec, or you can book a call.

About SpeechData.ai

SpeechData.ai licenses conversational speech datasets in 60 languages and dialects and runs custom speech data collection. It's part of Spirelight. Browse the full catalog.

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