Role-matched specialists
Reviewers are selected for task fit, language fluency, market knowledge and relevant experience.
Human intelligence. Vietnam scale.
Vietnam Market Data Operations Partner for AI
We help AI teams collect, process, and annotate Vietnam-focused data for model training, evaluation, and localization. With strict guideline adherence, quality-controlled workflows, rapid turnaround, and a local team that understands Vietnamese language, culture, and market context, we deliver AI-ready datasets tailored to your project requirements.
Native
Vietnamese teamMulti-layer
quality assuranceFlexible
pilot to scale
Vietnamese teamMulti-layer
quality assuranceFlexible
pilot to scale
Vietnamese sentiment review● Live project
SAMPLE #01842 · VI-VN
“Ứng dụng rất dễ sử dụng và phản hồi nhanh. Tôi thực sự hài lòng với trải nghiệm này.”
PositiveNeutralNegative
PROJECT QUALITY
98.6%✓ QA verified
98.6%✓ QA verified
✓1,248 items reviewedToday by 16 reviewers
✦
What we doData that understands
Data that understands
the local context.
From native-language collection to model evaluation, we manage the human operations your AI needs to work reliably in Vietnam.
Data Collection Services
Representative image, audio, video and text datasets sourced across Vietnam.
Discover more →Data Annotation Services
Precise text, image, audio and video labeling guided by measurable quality standards.
Discover more →Data Evaluation Services
Human feedback, model evaluation and red-teaming grounded in Vietnamese culture.
Discover more →Transcription Services
Accurate native transcription and ASR post-editing for Vietnamese speech.
Discover more →Language Services
Translation, localization and linguistic QA that sounds naturally Vietnamese.
Discover more →Why work with us
A managed team, not just a labeling workforce.
We combine role-matched Vietnamese specialists, rigorous qualification, guideline-based execution and visible quality controls—then scale only after the operating model is proven.
See why clients trust our workflow →Rigorous qualification
Training, practice batches and threshold-based tests protect access to live production.
Guideline-based execution
Decision rules, worked examples and escalation paths make complex judgment repeatable.
Multi-layer quality control
Validation, QA team review, senior audits and feedback loops run throughout production.
Enterprise-ready data handling
ISO certification, NDA, limited access, secure transfer and controlled project workspaces protect client data.
Pilot-to-scale efficiency
Start with a focused pilot to prove quality fast, then scale the team and QA capacity without disrupting delivery.
Our workflowEight connected steps.
Eight connected steps.
One accountable team.
From the first brief to final reporting, every handoff has a clear purpose and every quality decision feeds the next stage.
Requirement review
Align scope, data, metrics and delivery needs.
Guideline setup
Define rules, examples and escalation paths.
Team training
Prepare specialists matched to the task.
Qualification test
Verify readiness before production access.
Controlled production
Run managed batches with live monitoring.
Multi-layer QA
Validate, review, audit and recheck.
Feedback loop
Correct issues and update the guidance.
Validated delivery
Deliver approved data with reporting.
Use cases
Local human insight for every AI modality.
We help product, research and data teams build Vietnamese datasets and evaluation programs around real user behavior.
Explore all use cases →✦◖⌕▣◆文
Generative AI & LLMs
Prompt evaluation, preference data, safety review and Vietnamese language quality.
Speech & Voice AI
Regional speech data, ASR review, transcription QA and TTS naturalness.
Search & Relevance
Query-result relevance, local intent, entity labeling and ranking quality.
Computer Vision
Representative visual datasets, annotation and evaluation for Vietnamese environments.
Conversational AI
Natural dialogue, intent, sentiment and assistant quality for local users.
Product Localization
Translation, linguistic QA and cultural adaptation that feels created for Vietnam.
Engagement modelsChoose the level of
Choose the level of
support your team needs.
Work with one accountable delivery team or plug qualified Vietnamese contributors into an operation you already manage.
Managed Services
Kivi AI designs and operates the complete data program—from task setup and team qualification to production, QA and secure delivery.
- One accountable project team
- Guidelines, training and qualification
- Managed production and multi-layer QA
- Validated delivery with reporting
Best forTeams that want a reliable outcome without building an internal data operation.
Crowd-as-a-Service
Access qualified Vietnamese contributors while your team controls task design, tooling, production decisions and quality management.
- Flexible access to local contributors
- Work within your platform and workflow
- Scale capacity as requirements change
- Direct control over operations and QA
Best forTeams with established workflows that need flexible local capacity.
Ready when you are
Have an annotation project? Start with a small pilot.
Share your brief and sample data. We’ll propose a focused pilot with clear scope, timeline and quality criteria.
Plan a pilot ↗