High-quality vertical data assets

Trusted data foundations for industry AI

High-quality vertical data assets for AI training and knowledge systems

Products

Deliverable data product forms

Fine-tuning data

Supervised examples shaped for vertical training and adaptation workflows.

RAG corpora

Source-linked corpora structured for retrieval, chunking, and knowledge ingestion.

Evaluation data

Benchmark-ready sets for validation, comparison, and regression tracking.

Use Cases

Built for AI training and knowledge systems

Workloads

  • Model fine-tuning
  • RAG / knowledge systems
  • Evaluation / validation

Teams

  • AI startups
  • Internal AI / knowledge teams
  • Research teams

Preview sample

HK financial regulatory preview sample

A trimmed preview of a real sample, showing the field cards and delivery shape.

Agency · Document Type · Task Type

Agency

HKMA

Document Type

Circular / AML overview

Task Type

Grounded QA
Trimmed from hkma-aml-overview-2025 Trimmed sample
{
  "source_id": "hkma-aml-overview-2025",
  "task_type": "grounded_qa",
  "snippet": "Authorized institutions should maintain ongoing monitoring and review controls when risk indicators change."
}

Output example

Authorized institutions should maintain ongoing monitoring and review controls when risk indicators change.

About

Public, traceable, deliverable industry data

We organize public regulatory and professional texts into data assets for training, retrieval, and evaluation while preserving source traceability and structure.

Contact

Direct contact works best

If you want samples, pricing, or a collaboration discussion, reach out through the contact channels below.