Multilingual Speech Data Collection and Annotation2026-10-23T15:21:59+08:00

Multilingual Speech & Audio Data Collection Services

Custom Voice and Conversational Data Collection for AI Training

Every language carries its own rhythms, expressions, and ways of connecting. Building technology that understands people starts with recordings that reflect how they actually speak.

CCC provides custom multilingual speech and audio data collection services for AI development, including speaker recruitment, scripted and unscripted recordings, natural conversations, transcription, annotation, and quality assurance.

From voice data collection for speech recognition systems to conversational audio datasets for AI training, we coordinate recording projects around your target languages, speaker profiles, recording conditions, and technical specifications.

Our focus is custom collection rather than off-the-shelf datasets. We work closely with your team to develop language data suited to your AI training and evaluation requirements.

Custom Speech Data Collection Built Around Your Requirements

As a multilingual data services provider, CCC brings together language expertise and coordinated recruitment and production workflows.

We take time to understand your intended use, target locales, speaker profiles, recording hours, and acceptance criteria. This helps us identify practical requirements early and prepare a collection plan that works for both your team and the people contributing their voices.

Projects can cover a single locale or multiple languages and dialects under an agreed delivery plan.

Types of Speech and Audio Data We Collect

transcription data collection / customer support services

Scripted Speech Data Collection

Collect recordings of predefined scripts, sentences, phrases, and prompts.

We can support script preparation, localization, recording instructions, and review against approved text. We pay attention to whether scripts sound natural in the target language while preserving the coverage your project requires.

Read speech collection can be organized in controlled indoor environments, with device and audio requirements established before production.

Use cases: Automatic speech recognition (ASR) training and evaluation, voice command recognition, keyword spotting, and voice assistant testing

voice support

Unscripted and Natural Speech Collection

Capture spontaneous responses that reflect natural vocabulary, pronunciation, and speaking patterns.

Participants can respond to agreed topics or prompts in their own words. We prepare guidance that gives speakers enough direction to contribute confidently while leaving room for natural expression.

Together, we define the domains, recording duration, and collection conditions appropriate to your project.

Use cases: Speech-to-text model training, natural speech recognition, voice search, and evaluation of ASR performance on spontaneous speech

Conversational Speech Data Collection

Collect natural, multi-turn conversations for multilingual conversational AI training.

Our conversational speech data collection services support two-speaker interactions designed to capture natural dialogue, turn-taking, spontaneous expressions, and overlapping speech.

We help plan topics and participant instructions that encourage a comfortable exchange while meeting your collection requirements. Recording formats can be assessed for in-person conversations or telephone, mobile, and VoIP interactions. Speaker roles, recording setup, transcription requirements, and quality criteria are agreed before collection.

Use cases: Conversational AI training, call center speech recognition, voice bots, speaker diarization, and natural dialogue processing.

web data collection

Multilingual Speech Data: Accents, Dialects & Code-Switching

People do not always speak in a single language or a standardized accent. Regional expressions, dialects, and language switching are part of everyday communication.

Projects may include regional accents, dialect-specific speech, or code-switching such as Tagalog-English and Cebuano-English. We work with you to define the language varieties your dataset should represent, then align recruitment criteria and transcription conventions accordingly.

Use cases: Accent and dialect coverage for multilingual ASR, code-switched speech recognition, regional voice assistant testing, and speech recognition evaluation for underrepresented language varieties

Tell us which speech data type you need.

Multilingual Speaker Recruitment & Locale Coverage

Good collection depends on finding suitable participants and helping them understand what is expected.

We coordinate recruitment against agreed criteria, which may include:

  • Native-language proficiency and dialect
  • Country or region of residence
  • Length of residence in the target locale
  • Age range and demographic distribution
  • Recording-device availability
  • Maximum contribution per speaker
  • Consent and participation requirements

Our multilingual voice data collection focus includes Tagalog, Philippine English, Cebuano, Indonesian, Malay, Tamil, Bengali, Russian, and Japanese. We support custom Tagalog speech data collection, Philippine English voice recordings, and region-specific speech collection projects involving different accents, dialects, and language varieties. Additional languages, dialects, and regions are assessed according to recruitment feasibility, available linguistic support, volume, and timeline.

We discuss feasibility openly so that the proposed scope and schedule reflect what we can responsibly deliver.

Audio Transcription and Data Annotation

CCC provides multilingual audio transcription and data annotation services to complement custom speech data collection projects.

Commission recordings with or without transcription, depending on your project scope. Our linguistic support includes human transcription, transcript post-editing, speaker identification, timestamps, language and dialect labels, and quality assurance. These services help prepare structured audio data for ASR model training, speech recognition evaluation, and conversational AI development.

Our language data services can include:

  • Orthographic transcription in the native script
  • Human transcription and automatic transcript post-editing
  • Speaker identification and tagging
  • Start and end times, timestamps, and alignment
  • Dialect and language labels
  • Environment and background-noise labels
  • Transcript review and linguistic quality assurance

For free speech and conversational recordings, we agree on how to represent hesitations, repetitions, overlapping speech, and code-switching. Clear conventions help preserve the details your team needs while keeping the dataset consistent.

Audio Data Formats, Metadata & Deliverables

We prepare custom speech datasets and multilingual audio data deliverables around your collection specifications and intended AI workflow. Depending on the agreed scope, deliverables may include raw audio recordings, transcription files, speaker metadata, timestamps, annotations, and quality assurance documentation.

ComponentSpecifications agreed during scoping
Audio filesWAV or another agreed format; sample rate, bit depth, and channel configuration
Recording settingsFor example, 8 or 16 kHz, 16-bit PCM, where required
Transcription filesCSV, JSON, or a client-defined structure
Speaker metadataAgreed fields such as speaker ID, locale, dialect, age, and gender, subject to consent requirements
AnnotationsSpeaker labels, timestamps, and other agreed fields
QA documentationReview results, acceptance status, and agreed quality reports

We confirm file naming, metadata, segmentation, and delivery structure before production so that submissions are easier for your team to review and use.

Our Speech Data Collection Process

Consent, Privacy & Speech Data Licensing

Behind every recording is a person contributing their voice and time. We believe they should understand what they are participating in and how their recordings may be used.

We work with clients to establish clear participant consent requirements and permitted data use before collection begins. Personal information is handled in accordance with our Privacy Policy, with information security practices aligned with ISO/IEC 27001.

Project agreements define the intended AI training or evaluation use, access arrangements, retention requirements, and licensing terms. Exclusivity and any rights to future licensing are discussed explicitly.

Custom collection does not automatically determine ownership or exclusivity; those terms are agreed for each project.

Kickstart your speech data collection project with CCC

Whether you have a detailed specification or are still working out the scope, we’d be happy to hear what you’re planning.

To help us prepare a proposal, share any available requirements for:

  • Languages, locales, and dialects
  • Read, scripted, unscripted, or conversational speech
  • Total recording hours and number of speakers
  • Recording duration or contribution limit per speaker
  • Participant profiles and demographic requirements
  • Recording environments, devices, and audio specifications
  • Transcription, metadata, and annotation formats
  • Consent, licensing, and exclusivity
  • Acceptance criteria, weekly throughput, and final deadline

We’ll review the requirements with you and prepare a proposal covering feasibility, scope, rates, and delivery.

For broader multilingual data processing services, explore our Multilingual AI Data Services. We’d be happy to discuss how we can support your project.

Create a new story with us.

Download CCC’s Multilingual AI
Data Services Brochure
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Let’s discuss your data collection needs. Build and scale your multilingual AI datasets with CCC as your trusted localization and data partner.

FAQs

What weekly or monthly throughput can you provide?2026-10-27T13:18:37+08:00

Throughput depends on the locale, recruitment requirements, recording duration, and review scope. We propose delivery targets after assessing the brief and any pilot results, with room to discuss a phased collection schedule.

Planning a large-scale speech data collection project? Contact us to discuss your volume requirements, timeline, and delivery options.

What is the difference between scripted and conversational speech data collection?2026-10-23T15:28:53+08:00

Scripted collection involves speakers recording predefined sentences or prompts. Conversational collection captures natural dialogue between participants, including spontaneous expressions, turn-taking, and variations in speaking patterns.

What is speech data collection for AI?2026-11-09T08:20:37+08:00

Speech data collection involves gathering audio recordings from human speakers for training, testing, and evaluating AI systems such as automatic speech recognition (ASR), voice assistants, and conversational AI applications.

Need speech data for your AI project? Explore CCC’s multilingual speech data collection services.

How do you quote speech collection projects?2026-10-27T13:19:29+08:00

Depending on the scope, proposals may use rates per accepted recording hour or per defined asset. Pricing reflects recruitment difficulty, collection type, technical requirements, transcription, annotation, and quality criteria.

If you are still developing the scope, you’re welcome to share an initial brief through our contact page. We can work through the details together.

Do you provide custom multilingual speech datasets?2026-11-09T08:22:14+08:00

Yes. CCC coordinates custom speech data collection projects based on your target languages, recording hours, speaker profiles, audio specifications, and transcription requirements. We focus on commissioned collection rather than selling off-the-shelf datasets.

Have specific dataset requirements? Explore CCC’s multilingual speech data collection services.

Do you offer off-the-shelf speech datasets?2026-10-27T13:23:00+08:00

For now, no. We focus on custom speech recordings collected specifically for your project. We recruit speakers and coordinate collection around your agreed language, speaker, and recording requirements.

Explore how custom speech data collection can benefit your project. Learn more about our multilingual speech data collection services.

Can you recruit speakers from specific dialects or regions?2026-10-20T13:57:13+08:00

We assess recruitment against your required language, dialect, region, and participant profile. We’ll discuss availability and production capacity with you during feasibility review.

Can you provide sample audio and transcript data?2026-10-20T13:59:22+08:00

A pilot or sample collection can be arranged. We agree on the locale, speaker configuration, duration, recording environment, transcript fields, and commercial terms in advance so that the sample is useful for your evaluation.

Can you collect Tagalog and Philippine English speech data?2026-10-27T13:15:49+08:00

Yes. As a Philippine-based company, CCC specializes in collecting Tagalog, Philippine English, and Cebuano speech data. Our team includes language professionals with formal academic training in English and linguistics, providing a strong understanding of language structure, phonetics, and regional variations. This expertise enables us to support diverse accents, dialects, and code-switching requirements.

Looking for Philippine language speech datasets? Contact us to discuss your project requirements and request a quote.

Can you collect both read speech and conversational speech?2026-10-27T13:20:50+08:00

Yes. A project can combine scripted read speech, unscripted responses, and spontaneous conversations, with separate instructions and acceptance criteria for each. We can help you plan the collection mix around your intended use.

Need a customized speech data collection plan? Contact us to discuss your project requirements and find the right approach.

Can recordings include transcription in the native script?2026-10-20T13:58:39+08:00

Yes. We can transcribe recordings in the language’s standard writing system—for example, Japanese using kanji and kana rather than romaji, or Hindi using Devanagari rather than Latin-letter transliteration. Transcription conventions are agreed before production.

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