AI Voice Datasets & Custom Speech Data Collection

AI voice datasets for speech recognition, conversational AI, and speaker recognition — ready to license or built custom to your specs. Whether you need off-the-shelf datasets or fully custom voice data collection in 200+ languages, we deliver studio-quality, ethically sourced data in weeks.

200+
Languages
500K+
Hours Delivered
20+
Years Experience

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Speech Recognition & Speech Commands Datasets

Train accurate ASR models and voice command systems with diverse, high-quality speech recognition datasets and speech commands datasets tailored to your domain.

  • Coverage across 200+ languages with native speaker recordings
  • Domain-specific vocabulary: medical, legal, finance, customer service
  • Multiple acoustic conditions: studio, office, outdoor, in-car, telephony
  • Wake word and speech commands datasets with speaker variation
  • Precise transcriptions with 98%+ accuracy, phonetic alignment available
Get ASR Dataset Quote
98%+
Transcription Accuracy
50+
Acoustic Environments
200+
Languages
1000+
Domain Vocabularies

Conversational AI Datasets & Common Voice Alternatives

Build natural-sounding voice agents with production-grade conversational AI datasets. Need more coverage than Common Voice or open datasets provide? We deliver Common Voice-style datasets with better language coverage, cleaner audio, and full commercial licensing.

  • Multi-turn dialog structure with clear speaker segmentation
  • Natural conversation flow: interruptions, overlaps, backchannels
  • Intent and entity annotations included
  • Emotion and sentiment labels for expressive AI
  • Industry-specific scenarios: support calls, booking, healthcare
Get Conversational Dataset Quote
5-20
Turns per Dialog
100%
Speaker Labeled
8+
Emotion Categories
50+
Industry Scenarios

Speaker Recognition & Multilingual Voice Datasets

Develop robust speaker verification and identification systems with speaker recognition datasets and diverse multilingual voice datasets covering demographics your models need.

  • High speaker count with verified unique identities
  • Balanced demographics: age, gender, accent, dialect coverage
  • Multiple sessions per speaker for enrollment/verification pairs
  • Channel variety: microphone types, telephony, mobile devices
  • Cross-lingual speaker data for language-independent models
Get Speaker Dataset Quote
10K+
Unique Speakers
50+
Countries
3-10
Sessions/Speaker
6+
Channel Types

Custom Voice Datasets& Bespoke Data Collection

Off-the-shelf not cutting it? Our custom voice data collection services build custom voice datasets to your exact specifications — specific languages, demographics, scenarios, devices, and quality standards that match your model requirements.

  • Custom script development or spontaneous speech collection
  • Targeted demographics: specific age ranges, accents, regions
  • Device-specific: mobile, smart speakers, automotive, telephony
  • Full consent management, GDPR/CCPA compliant
  • Iterative delivery with pilot batches for validation
Discuss Custom Collection
8
Global Studios
2-4
Weeks Typical
100%
Custom Specs
Full
Commercial License

Why Custom Datasets vs. Open Data?

Free datasets like Common Voice, LibriSpeech, or Speech Commands have their place — but production AI often needs more. Here's the difference.

Open Public Datasets

  • Limited language and dialect coverage
  • Inconsistent audio quality and environments
  • Restrictive or unclear licensing terms
  • No customization for your domain
  • Demographic and accent gaps
  • Everyone trains on the same data
  • PII/consent status often uncertain

Andovar Custom Datasets

  • 200+ languages with native speakers
  • Studio-controlled or scenario-matched recording
  • Full commercial license, clear ownership
  • Built to your exact specifications
  • Targeted demographics and balanced data
  • Competitive advantage from unique data
  • Full consent, GDPR/CCPA compliant

From Requirements to Dataset in 4 Steps

A streamlined process designed for AI teams who need quality data fast

1

Share Requirements

Tell us your use case, languages, volume, and any specific needs. We'll scope it together.

2

Get Proposal & Sample

Receive a detailed quote within 24 hours, plus sample data to validate quality and format.

3

Collection & QA

Our team records, transcribes, and validates. You get progress updates and pilot batches.

4

Delivery & Support

Receive your dataset in preferred format with documentation. Ongoing support included.

Results from AI Teams Like Yours

See how teams use Andovar datasets to improve model performance

23% WER Reduction
"Adding Andovar's Southeast Asian speech data to our training set reduced word error rate by 23% across Thai, Vietnamese, and Indonesian."
ML
ML Engineering Lead
Global Travel Platform
50K Hours Delivered
"We needed 50,000 hours of multilingual conversational data in 8 weeks. Andovar delivered on time with consistent quality across all 12 languages."
DS
Data Science Director
Voice AI Startup
3x Faster Deployment
"Custom speaker verification data from Andovar let us skip months of internal collection. We deployed our voice auth feature 3x faster than planned."
PM
Product Manager
FinTech Security Company

Technical Specifications

Datasets built for production ML pipelines

Audio Formats

  • WAV, FLAC, MP3, OGG
  • 16kHz / 44.1kHz / 48kHz
  • 16-bit / 24-bit depth
  • Mono or stereo channels

Transcription Formats

  • JSON, CSV, TextGrid
  • CTM, STM for ASR
  • Word-level timestamps
  • Phonetic transcription (IPA)

Metadata & Labels

  • Speaker ID, age, gender
  • Language, dialect, accent
  • Recording environment
  • Custom labels on request

Compliance & Security

  • GDPR & CCPA compliant
  • Full consent documentation
  • NDA and data security
  • SOC 2 compliant delivery

Frequently Asked Questions

Quick answers for AI teams evaluating voice data providers

What's the pricing model?

Pricing is per hour of recorded audio, varying by language complexity, recording environment, and annotation depth. We provide detailed quotes after understanding your requirements — no hidden fees.

What's the minimum order volume?

We typically work with projects starting at 50 hours, but can accommodate smaller pilot projects to validate quality before larger commitments.

How fast can you deliver?

Typical turnaround is 2-4 weeks for standard projects. Large-scale collections (10,000+ hours) are delivered in phases. Rush delivery is available for urgent needs.

What licensing do I get?

Full commercial license with perpetual usage rights for AI/ML training. You own the data. No royalties, no restrictions on model deployment.

What formats do you deliver?

We deliver in your preferred format — WAV/FLAC audio, JSON/CSV/TextGrid transcriptions. Custom formats and pipeline integration available on request.

How do you ensure quality?

Multi-stage QA: automated checks + human review. 98%+ transcription accuracy guaranteed. We provide sample data upfront and offer free corrections if issues arise.

Can you match specific demographics?

Yes — we recruit speakers to match your target demographics: age ranges, gender balance, specific accents/dialects, geographic regions, professional backgrounds.

What about consent and compliance?

All speakers provide explicit consent for AI training use. Full GDPR/CCPA compliance. We provide consent documentation and can work within your legal requirements.

Ready to Build Better AI Models?

Get a custom quote for your AI training dataset project. No commitment required.

  • Custom quote within 24 hours
  • Free sample data to validate quality
  • Pilot projects available
  • No long-term commitment required

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Tell us about your project