Data + AI
Data licensing for AI & RAG
The Insight library is structured underneath: every claim has a source ID, every stat has a time scope and citation chain, every Market Market profile has a sector, type, and relationship graph. That's the format LLMs and retrieval systems consume — not PDFs.
We license this corpus as a one-time bulk export with periodic refresh. No live API serving — bulk delivery is simpler, lower-overhead, and the right shape for training and indexing.
What ships
Claims corpus
Thousands of evidence-graded claims across 90+ sectors and 674+ reports with primary/well-established/supporting confidence labels and time-scope tags.
Source metadata
~8,900 graded sources (regulator, listed-company, trade-body, primary survey) with publisher, URL, evidence grade, and freshness metadata.
Structured stats
Headline statistics with values, time scope, and citation chain — shaped for direct embedding into RAG retrieval.
Market Atlas graph
Market profiles with entity type, sector, ticker where relevant, relationship edges, and report-reference cross-links.
Use cases
RAG / retrieval grounding
Drop the citation-tagged claims into your retrieval index. When a user asks about Thai e-commerce, ASEAN payments, or Thai REITs, your assistant returns answers grounded in named sources.
LLM fine-tuning corpus
Train sector-specific Thai-finance reasoning. The dataset combines factual claims, citation chains, and structured operator metadata — usable for instruction-tuning or domain adaptation.
Internal research tooling
Build a private analyst-assistant for your fund or strategy team. Same corpus, restricted to your seats, contractually exclusive in your sector if useful.
Pricing
Single-sector
From USD 10,000 / year
One sector's claims, sources, stats, and Market profiles. Quarterly refresh. Internal use.
Full library
USD 60,000+ / year
All 90 active sectors, monthly refresh, internal use. Add-on: redistribution rights priced separately.
Training-data
One-time license
For LLM training. Snapshot delivery, perpetual use. Pricing depends on scope and redistribution terms.
Request licensing terms
Tell us your use case (RAG / training / internal tooling), the sectors you need, and whether you need redistribution rights. We'll come back with a draft term sheet.
Email hello@ordolabs.co