Text data collection

Vietnamese text data built around real use.

Collect natural, representative and task-ready text for conversational AI, document intelligence, specialized models, retrieval systems and locally relevant product experiences.

Vietnamese-firstConsent-led sourcingPilot to scaleManaged QA
What we collect

Text for the way people communicate and work.

Each collection program is shaped around your model, audience, domain and target data format, with Vietnamese linguistic and cultural context built into the brief.

Conversational text

Collect dialogue-style text such as chat exchanges, prompt-response pairs, support conversations, and simulated user interactions to support chatbot, LLM, and conversational AI training.

Handwritten text

Collect handwritten samples, notes, forms, and short text entries to support OCR, handwriting recognition, document AI, and text digitization workflows.

Industry-specific text data

Collect domain-focused text from areas such as finance, healthcare, legal, education, retail, technology, or customer service for specialized model training and evaluation.

User-generated content

Collect natural text written by real users, including reviews, comments, messages, questions, opinions, and feedback to support sentiment, moderation, and personalization models.

Knowledge-based text

Collect factual, instructional, reference, or explanatory content to support retrieval systems, summarization, question answering, and knowledge-grounded AI workflows.

Localized content

Collect text that reflects Vietnamese use, regional expressions, cultural context, and market-specific wording to support locally relevant AI systems.

Built for your use case

One collection program, shaped around the system you are training.

We align contributor profiles, prompts, domains and delivery formats with the behavior your model needs to learn or evaluate.

01Chatbots & LLMs
02OCR & document AI
03Domain-specific AI
04Retrieval & search
How we deliver

From brief to usable text data.

A transparent workflow keeps the collection relevant, consistent and ready for the next stage of your AI pipeline.

Define the brief

Align use case, contributor profile, domains, volume, format and acceptance criteria.

Source & collect

Recruit suitable Vietnamese contributors and run controlled collection batches.

Review & normalize

Check relevance, completeness, language quality, formatting and duplication.

Deliver & report

Provide structured data with progress, quality findings and delivery documentation.

Start focused

Plan a Vietnamese text data pilot.

Share your target use case, sample format and expected volume. We’ll propose a focused collection plan with clear quality criteria.

Discuss your text data project ↗