Data Services Built for AI Model Development

We help AI teams collect, clean, annotate, inspect, and deliver training data across speech, text, image, video, and 3D point cloud projects.

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Core Service Lines

Speech

Speech Data for ASR/TTS

Collection, transcription, proofreading, diarization, and acoustic labeling for ASR, TTS, voice assistant, and speech analytics projects.

Multi-scenario audio collection
Transcription and native-level proofreading
Diarization, phonetic/prosodic labels, emotion, noise, and non-speech event labels

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Text

Multilingual Text and LLM Data

Corpus cleaning, multilingual alignment, SFT data, QA pairs, and RLHF preference, ranking, and alignment data for LLM and language AI projects.

Deduplication, noise removal, and normalization
Parallel corpus collection and alignment
SFT, QA pair, preference, ranking, and alignment data

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Vision

Vision, Video, and 3D Annotation

Annotation for image, video, OCR, tracking, segmentation, 3D point cloud, and 2D-3D fusion data.

Boxes, polygons, semantic and instance segmentation
Keyframes, object tracking, and behavior timelines
3D point cloud boxes, segmentation, and sensor fusion labels

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Project-wide support

Project-wide Support Capabilities

Localized operations, engineering QA, and secure delivery support the three core service lines across every project.

Localized Data Operations: local operations networks in ASEAN countries, including local entities, long-term local roles, recruitment channels, data processing bases, and partner networks.

Engineering QA: trial annotation, requirement alignment, machine pre-check, manual review, sampling, cross-audit, rework, and traceable delivery records.

Secure Delivery: client-designated platform operations, designated networks, restricted access, masking/encryption support, and audit trails according to project requirements.

Match the Right Data Workflow to Your Model Goal

Different AI projects need different data workflows. We help clients map model goals, target markets, data types, quality rules, and delivery formats before production begins.

If you are building...	You may need...	Best-fit capability
Multilingual or domain-specific LLMs	Parallel corpus, SFT data, QA pairs, RLHF data	Multilingual Text and LLM Data
ASR, TTS, or speech analytics systems	Speech collection, transcription, diarization, acoustic labels	Speech Data for ASR/TTS
CV, robotics, autonomous driving, or smart city models	Image, video, 3D point cloud, tracking, segmentation, sensor fusion labels	Vision, Video, and 3D Annotation
Products entering ASEAN countries or regions	Local language data, authentic accents, culture-aware content	Localized Data Operations support
Confidential or platform-restricted data projects	Client-designated platform operations, designated networks, access control, audit trails	Secure Operations and Delivery support

Not sure how to turn your data requirements into a workable plan?

Share your data type, target language or market, sample data, labeling rules, quality standards, and delivery format. We can combine our speech, text, image, video, 3D point cloud, and multilingual data processing capabilities to help you scope a practical processing plan.

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