Culturally rich, production-ready datasets from emerging markets

We collect and label images, speech, text, and geo with dialect tags, background-noise controls, image-prompted speech, and consented child-voice workflows β€” so you get cleaner data and stronger models.

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🌍 30+ languages & dialects ⬇️ Quick Delivery βœ… NDA & audit trails
✨ New & noteworthy Oct 2025

Precision features for better speech and image data

Designed to boost metadata richness, reduce noise, and elicit natural, free-flowing dialects while protecting minors’ privacy.

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Mandatory dialect selection
Every recording includes dialect tags and locale metadata. Improves corpus stratification and lets you steer data volumes by region.
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Noise-band tasking
Assign tasks with specific background-noise levels to match training specs (quiet, moderate, busy).
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Cleaner audio by design
UX nudges and validation lead to higher clarity and lower ambient noise, ideal for most ASR/TTS use cases.
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Image-prompted speech
Taskers speak naturally about an image, eliciting spontaneous, dialect-rich utterances instead of flat reads.
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Child-voice compliant flow
Full pipeline from registration to guardian consent, masked PII, and controlled distribution for edtech AI training.
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Audit and privacy
Consent artifacts and audit trails bundled with deliveries; privacy-first defaults throughout.
Child data compliance

Child-voice compliant workflow

Consent-first pipeline for minors: guardian authorization, masked PII, audited exports.

1) Register
Age gate and locale
2) Guardian consent
Digital authorization and logs
3) Record
Child-voice tasks (PII masked)
4) Deliver
Redacted exports and audit pack

What we deliver

Pick from ready datasets or brief us for custom collection and annotation. All shipments include schemas, docs, and QA reports.

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Images
  • Rural and agri scenes
  • Household objects
  • Retail and signage
COCO JSON, CSV, bbox/segmentation
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Speech
  • Farmer Q&A
  • Scripted prompts
  • Conversational pairs
WAV/FLAC + JSON; transcripts and diarization
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Text
  • Instructions and Q/A
  • Sentiment and intents
  • Domain ontologies
UTF-8 text + labels; TSV/JSON

Proprietary, dialect-accurate audio for speech models

Multilingual speech with mandatory dialect selection, environment controls, transcripts, and audit trails.


        
16 kHz Transcripts opt Diarization opt Consent artifacts
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Curated image datasets for real-world scenes

Retail, rural, and household objects with COCO-ready annotations, consistent schemas, and QA reports.

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