Methodology & sources

How we source, write, and correct the Singapore SME Briefing. Read this once. Hold us to it.

What this is, and what it isn't

The Singapore SME Briefing is a weekly publication for owners of small and medium businesses in Singapore. We summarise the week that mattered to you in five minutes, every Monday morning.

What it is: a curated digest of verified, sourced, primarily public-data developments relevant to SG SME owners — government announcements, sector indicators, regulatory changes, and material business news.

What it isn't: investment advice, legal advice, tax advice, or a substitute for your accountant. It is also not a marketing channel for Aphyx — we publish it because we think it should exist, and because over time we'd rather be known as the studio that knows the SG SME landscape than the studio that buys Google Ads (we do that too, separately).

The rule we never break

Rule 1 — never hallucinate

Every factual claim in the Briefing links to a primary source. Numbers carry their source and date inline. If we cannot source a claim, we either remove it, find a sourced adjacent fact, or label it explicitly as Aphyx interpretation. "We don't know" is an acceptable answer and is preferable to a confident guess.

Our sources

Tiered by what we treat as load-bearing:

Tier 1 — primary government & statistics

Used as load-bearing facts. We cite directly.

Statistics
Retail Sales Index, F&B Services Index, CPI, employment, GDP.
Public data
~2,000 datasets across agencies. Open API.
Labour
Work pass quotas, levies, employment rules, public holidays.
Business support
PSG, EDG, MRA grants. Sector-specific support.
Digital
Pre-approved vendor list, SMEs Go Digital, digital regulations.
Monetary
SGD interest rate, inflation projections, financial stability reviews.
Registry
Business registrations, cessations, ownership changes.
Grants portal
Application windows, eligibility, disbursement timelines.

Tier 2 — credible journalism

Used for context and for events not covered by Tier 1. We attribute by name.

Tier 3 — sentiment & colour

Used as texture only, never as a primary source. Always labelled.

Citation conventions

You will see two patterns inside any Briefing edition:

What we do not do

Corrections policy

We will get things wrong. When we do:

To submit a correction, email hello@aphyx.live with the edition, the claim, and your source.

Cadence & archive

Who edits

Drafted with AI assistance against the source clippings of the week. Edited and signed off by a human at Aphyx before publish — currently the founder. The AI never publishes unilaterally.

Who funds it

Aphyx funds the Briefing as part of its publishing programme. It is free to read, with no paywall and no sponsored placements. You may see the occasional house ad for our own services. We will not run third-party ads or accept payment for editorial inclusion. If we ever change either of those, we'll say so prominently.

Contact

hello@aphyx.live — for any reason.

This methodology page is versioned. Last revised: 28 April 2026.