China-based · Global delivery

Human voices.
AI-ready data.

We coordinate the people, conversations, and quality checks behind dependable AI audio datasets—bringing native speakers and global AI teams together.

Thoughtful coordination, from first speaker to final file
Native speaker communities
Mandarin · zh-CN Taiwanese Mandarin · zh-TW Cantonese
What we coordinate

The right voices.
The right workflow.

We bring structure to complex audio collection projects, so your team can focus on building and improving AI.

01 / PEOPLE

Native speaker recruitment

Recruitment for Mandarin, Taiwanese Mandarin, and Cantonese speakers matched to your study requirements.

02 / AUDIO

Pair conversation recording

Coordination of natural two-speaker conversations, recording sessions, and participant guidance.

03 / LABELS

Transcript review & annotation

Transcript review and ground-truth annotation, supported by clear guidelines and quality checks.

04 / SCALE

Participant management

Organized participant onboarding, scheduling, progress tracking, and delivery coordination at scale.

Why FLQS Tech

A dependable partner for human data.

Good audio data takes more than a recording brief. It takes a team that knows how to coordinate the details.

Workflow experience

We understand the moving parts of AI audio collection and keep each stage aligned.

Quality-controlled delivery

Detailed QA helps keep recordings and annotations consistent with project requirements.

Verified speaker network

Access a scalable network of native speakers with clear participant management.

Fast turnaround

Responsive coordination helps your collection move forward without unnecessary delay.

From brief to delivery

A clear path through every project.

We turn your collection goals into a coordinated plan, with the right participants and quality checks built in.

01

Align on requirements

Define language, conversation, recording, transcript, and delivery needs.

02

Recruit and coordinate

Match native speakers, schedule sessions, and keep participants informed.

03

Review and quality-check

Review transcripts and annotations against your project guidelines.

04

Deliver with clarity

Provide organized project outputs and communicate progress throughout.

Let’s work together

Have an audio data project?

Tell us what you’re building. We’ll help map the collection workflow.