Audio data collection for speech AI systems

Collect voice recordings and speech data — at scale, across languages, with expert QA.

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Why AI innovators rely on LXT for global audio data collection & voice recordings

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Global Reach for Audio AI

Speech data recorded across 150+ countries and 1,000+ linguistic and cultural locales – capturing real-world diversity for robust model training.

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Expert Network of Native Speakers

Over 7 million contributors including accent-diverse speakers, linguists, and QA-trained reviewers – matched by language, age, and demographic profile.

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Real-World Audio Variety

Capture in varied environments (quiet rooms, public spaces, vehicles), device types (smartphones, headsets), and speech types (read, conversational, emotional).

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Speed at Scale

Streamlined workflows and mobile/web app collection deliver fast, consistent data across geographies – even under tight launch timelines.

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Enterprise-Grade Quality & Compliance

ISO 27001-certified infrastructure, SOC 2, GDPR, HIPAA readiness, and multi-stage QA to meet the strictest industry standards.

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Built for Your Use Case

Data collection customized to your prompts, recording specs, file formats, speaker mix, and acoustic requirements – ready to fine-tune any speech model.

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Scalable, expert-led audio data for speech and voice AI

LXT delivers managed audio data collection services tailored for speech-first AI applications. From scripted prompts to spontaneous conversations, we provide real-world voice recordings – diverse, accurate, and production-ready.

Our global crowd captures high-quality speech across languages, accents, age groups, and environments – and supports full-service transcription, annotation, and evaluation to prepare data for training voice assistants, speech-to-text models, speaker ID systems, or emotion-aware AI.

Our audio data collection services at a glance

Audio recording

We collect speech samples in controlled and natural settings – covering scripted prompts, conversational speech, and emotional expressions. Contributors are matched by language, accent, age, and other demographic criteria.

LXT+clickworker app- or desktop-based capture

Speech data is recorded via secure mobile or desktop interfaces – depending on your project needs. Our platform supports built-in metadata tagging (e.g., background noise, device type, environment), enabling consistent quality whether recordings are made in studio-like conditions or real-world settings.

audio data collection recording

Audio annotation

We label audio clips with speaker segments, timestamps, noise types, and emotions. This enables more accurate model training for tasks like speaker diarization, voice classification, and acoustic event detection.

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Audio transcription

We deliver human-verified transcripts, including speaker IDs, punctuation, and formatting. Transcription can follow specific linguistic conventions or style guides depending on your model’s target output.

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Audio evaluation

We review and score audio samples for quality, completeness, clarity, and script adherence – ensuring only validated, model-ready data makes it into your training set.

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How our audio data collection
process works

Our audio data collection services follow a proven, end-to-end process designed for speed, scalability, and accuracy. We work closely with you from scoping to final delivery to ensure the dataset fits your model goals.

contact and project briefing for image data collection

Contact us to discuss your audio data needs – including languages, speaker demographics, environments, prompts, and formats. Based on this, we create a detailed proposal and a custom quote.

image data collection project setup

Scripts are finalized, contributor guidelines defined, and the platform configured for metadata tagging, QA, and secure upload. Contributors are selected and onboarded at this stage.

pilot image data collection

A small test batch is recorded and reviewed. We calibrate instructions and validate quality, diversity, and technical requirements before scaling.

full scale image data capture

Depending on your project, speech data is captured, transcribed, annotated, or evaluated across your chosen regions, demographics, devices, and environments – always aligned with your specifications.

image data collection quality assurance

Multi-step QA combines gold tasks, peer review, automated validations, and expert audits to ensure audio clarity, correct transcription and annotation, and full compliance with your requirements.

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Final audio or speech datasets are transferred via API, encrypted file share, or secure local hosting – in your preferred format and structure.

scale and refresh

Need to extend your original project – with more recordings, additional annotations, further evaluations, or extra transcriptions? We refresh or scale datasets as required to support ongoing model training and new use cases.

Quality & security

LXT applies rigorous quality control and enterprise-grade data protection throughout every stage of your audio data project.

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Curated contributor selection

Contributors are filtered by language fluency, demographic profile, recording environment, and device compatibility – based on your requirements.

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Enterprise compliance

LXT operates under ISO 27001-certified infrastructure and is SOC 2, GDPR, and HIPAA compliant – giving you peace of mind in regulated environments.

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Pre-Task training (optional)

Contributors can complete onboarding tasks to align on pronunciation, emotion delivery, or prompt formats before full-scale collection.

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Data privacy & confidentiality

We offer mutual NDAs and follow strict access protocols. Sensitive data can be handled via VPN, VPC, or other secure setups as needed.

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Layered quality assurance

Gold tasks, peer review, automated validations, and expert audits ensure speech clarity, accuracy, and adherence to your requirements.

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Secure infrastructure

All audio files are encrypted during transfer and storage, with strict access controls to protect sensitive datasets end-to-end.

Industries and use cases for audio data collection

Our audio data collection services support a wide range of speech AI applications across multiple industries.

audio data collection in the technology sector

Technology

Training voice assistants, conversational AI, speech-to-text engines, and emotion detection models.

audio data collection in automotive sector

Automotive

Developing in-car voice command systems, hands-free driver controls, and cabin noise recognition.

audio data collection in the health sector

Healthcare

Supporting clinical transcription, voice-based diagnostics, and patient symptom reporting via speech.

audio data collection in the health sector

Finance & insurance

Enabling secure voice authentication, call center analytics, and compliance monitoring.

audio data collection in the retail sector

Retail & eCommerce

Powering voice search, multilingual customer support chatbots, and call intent classification.

audio data collection in the education sector

Education & eLearning

Building language learning apps, automated pronunciation scoring, and voice-based tutoring systems.

FAQs on our LXT audio data collection services

We support both. Contributors can follow prepared scripts for controlled datasets or record natural, free-flowing conversations when spontaneous speech is required.

Most clients request WAV or MP3, but we also provide FLAC and other formats. File structure, segmentation, and metadata can be customized to fit your training pipeline.

Each file passes multiple checks — from verifying audio clarity and correct script delivery to reviewing transcriptions and annotations. We use expert audits and automated validation to ensure accuracy before delivery.

Pricing depends on several factors: the number of hours required, the languages and accents involved, whether transcription or annotation is included, and the delivery timeline. We provide a tailored quote after reviewing your specifications.

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Reliable AI data at scale — guaranteed

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