The Riel Report Published by CamFinTech
Methodology

How the brief is built

What the AI does, what the human editor does, what sources feed the pipeline, and what this brief is not.

Sources

The intelligence pipeline reads three source families:

  • Cambodian and Mekong-region press. Khmer and English coverage from the publications that actually report on Cambodian financial services, regulators, ministries, and the DPI stack.
  • Global FinTech press. Selected international publications, filtered for items with material Cambodia or Mekong-region implications.
  • Official-source signals. Regulator and ministry announcements reach the briefings via press coverage (the primary channel today) plus a manual flag intake for items the press misses. An official-source change-detection layer is in development.

AI synthesis, human approval

Three editorial cadences (daily Mon-Fri, weekly Sunday, monthly first of the month) run on a custom AI synthesis pipeline. Each briefing is produced by the pipeline, then queued for human editorial review before publication. The human editor approves, edits, or holds — no briefing reaches subscribers, the public dashboard, or social media without that approval gate firing.

Items are tagged against a four-axis taxonomy (sectors, regulatory, global trends, DPI lens) by a per-item tagger model. Tag assignments and entity references are surfaced in the public dashboard's at-a-glance heatmap.

Taxonomy

Briefings are organised across:

  • Sectors (9) — banking, microfinance, payments, insurance, capital markets, leasing, FX & remittance, credit data, real-economy adjacencies.
  • Regulatory (5) — supervision, licensing & authorization, conduct & consumer protection, AML/CFT, prudential / macro-prudential.
  • Global trends (4) — frontier technology, cross-border payments, capital-markets infrastructure, regulatory convergence.
  • DPI lens (3) — Bakong & KHQR; identity (CamDigiKey, CamDL); data & documents (CamDX, CamInvoice).

Items that aren't Cambodian-financial-services at all (e.g., general global FinTech news with no Cambodia angle) carry an empty sector list and filter out of the dashboard's public-sector default view.

What this brief is not

  • Not investment advice. No buy/sell signals, no recommendations on individual securities or counterparties.
  • Not legal or regulatory counsel. Regulatory coverage is analytical; firms making compliance decisions should consult licensed counsel.
  • Not a wire service. Items are synthesised and contextualised — not republished press releases.
  • Not a comprehensive archive. The brief is selective. Items below the materiality threshold for the financial-services and public-sector audiences are not included.

Freshness and corrections

Every claim in the brief carries a date. Items based on regulator or ministry announcements include the announcement date; items based on press coverage include the publication date. Where the brief synthesises across multiple sources, the freshness date is the most recent contributing source.

Corrections are issued for any factual error. Please write to info@riel.report if you spot one.

The full technical architecture — pipeline shape, source list, taxonomy versioning, AI/human handoffs, and the public-dashboard build — is documented at the dashboard's methodology page.