METHODOLOGY

How every report
is researched, written,
and reviewed.

We publish accessible market intelligence at a fraction of traditional pricing. The work behind each report is what makes that economics possible — and what makes us willing to put our name on it.

— Foundation
Two decades of primary fieldwork across Southeast Asia. Structural understanding, not just secondary aggregation.
— Transparency
We're explicit about where data comes from, where we estimate, and where uncertainty exists.
— Human review
Every report — including translations — is reviewed by a senior analyst before publication. No exceptions.
01

Primary research foundation.

Our analysts have spent two decades doing primary market research across the region — interviews, channel audits, consumer studies, distributor mappings, retail visits. That fieldwork is the foundation we return to when we write each report.

Why it matters: structural insights — how a channel actually behaves, why a price tier exists, who really holds the margin — don't change every quarter. They take years of fieldwork to build, and they're what separates a useful report from a list of statistics.

What we draw on

  • Trade and consumer interviews conducted across SEA markets
  • Channel mappings and distributor relationships built over multiple research cycles
  • Industry frameworks refined through repeated client engagements
  • Local-language source familiarity (news, regulatory filings, industry associations)
02

Current data refresh.

Structural insight is the foundation. Current data is what makes a report useful today. For every publication, we refresh market sizes, competitive positions, regulatory updates, and recent moves before the report goes out.

We use a mix of secondary sources, local-language media, government statistics, industry association data, and verified public filings. Where data is contested, we say so. Where we estimate, we say so.

Sourcing standards

  • Primary attribution for every reported number where the source allows it
  • Local-language sources prioritized for in-country data (Vietnamese, Thai, Indonesian, Filipino, Malay, plus Japanese and Korean)
  • Cross-checks across at least two independent sources for material figures
  • Explicit "est." labelling on analyst-modeled numbers
03

AI-augmented analysis.

We use modern AI tools to accelerate our work — synthesizing source material, drafting initial sections, structuring data tables, and translating between English, Japanese, and Korean. This is how we publish at accessible pricing without compromising depth.

What AI does well for us: summarizing large volumes of source material consistently, identifying patterns across documents, structuring information, and producing first drafts that an analyst can then sharpen.

What AI does not do: replace judgment, invent insights, or sign off on numbers. Every AI-generated section is reviewed, edited, and verified by a senior analyst before publication.

Where AI is used

  • Synthesis of source materials into structured analytical sections
  • First-draft writing under an analyst-defined framework
  • Cross-referencing and pattern recognition across our research library
  • Translation between English, Japanese, and Korean (followed by native-speaker review)
04

Analyst curation.

Every report is reviewed by a senior analyst before it goes out. They catch errors AI misses, add strategic context, sharpen the framing, and make the call on what to remove. Nothing publishes without human sign-off.

For Japanese and Korean editions, a native-language reviewer additionally checks for cultural nuance, terminology accuracy, and tone. The bar is whether a senior buyer in Tokyo or Seoul would read it and think it was written by someone who understands the market.

Analyst review checklist

  • Fact-check every reported figure against source
  • Verify competitive positioning claims against analyst knowledge
  • Confirm regulatory and channel claims with current-state context
  • Native-speaker review on JA and KO editions before publication
  • Final read for tone, framing, and strategic clarity

What we're transparent about.

We don't claim AI-driven precision we can't deliver. Here's the honest split on what each part of our process is good for — and where the limits are.

Where we're strong

  • Structural understanding of SEA markets — channels, value chain, regulatory environment
  • Competitive landscape mapping for major industries in covered countries
  • Consumer behavior patterns informed by primary research history
  • Cross-market comparisons that require analyst judgment, not just data lookup

Where we acknowledge limits

  • Forward-looking forecasts are estimates — directional, not precise to a percentage point
  • Private company financials may not be fully visible — we mark estimates clearly
  • Highly fragmented sectors carry wider uncertainty bands than concentrated ones
  • Real-time events post-publication require a refresh — we note last-refresh dates explicitly

End-to-end QA on every report.

QA · 01

Source verification

Every reported number traced back to source. Inconsistencies flagged before drafting.

QA · 02

Analyst review

Senior analyst reads the full report. Strategic claims sharpened or removed.

QA · 03

Native-language review

JA and KO editions reviewed by native speakers for accuracy and tone.

QA · 04

Refresh cycle

Published reports receive free updates within 12 months of purchase as the market moves.

Read the work.

The methodology only matters if the reports stand up to it. Browse the library, or commission a custom study built to the same standard.