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Global Demand Intelligence
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Evidence and method

Where the signals come from

3 public sources, 5 markets, captured every 2 hours. Only sources that actually write observations are listed โ€” planned marketplaces in the data model are not treated as live intelligence.

Video attention

YouTube

5 markets

YouTube Data API mostPopular videos by country. View and engagement counts are a social/video signal, not proof of sales.

Contributes
Video attention. Most popular videos per country, with view and engagement counts, plus rank movement between snapshots.
Does not
Not proof of purchases. Video titles are never merged into products by fuzzy matching.
Weighting
Strongest numeric time series we hold, so it drives momentum more than absolute level.

Marketplace listings

eBay

Singapore only

eBay Browse API listing snapshots. Current collection is Singapore search results. This is not a picture of every marketplace, and listing rank is not sales volume.

Contributes
Marketplace listings. Browse API search snapshots including rank, persistence, and price where present. Price is stored, not scored as sales.
Does not
Does not represent Shopee, Lazada, TikTok Shop, Amazon, or โ€œall marketplacesโ€. Current collection is Singapore search results.
Weighting
Smallest weight, because coverage is one platform in one market.

How it works

From observation to published trend

Six stages. Nothing skips the gate, and nothing is published to fill space.

  1. 01

    Collect

    Automated collectors capture public observations per country and store them raw, with the capture time.

  2. 02

    Resolve

    Observations are linked to entities by exact or alias matching. Similar-looking names are not merged.

  3. 03

    Score

    A deterministic engine weighs recency, frequency, coverage, and movement per source, then combines what exists.

  4. 04

    Quality-check

    History depth, freshness, and evidence strength decide whether an entity is fit to publish.

  5. 05

    Explain

    An interpretation is generated from that same evidence. If it fails or is missing, the entity still publishes without one.

  6. 06

    Publish

    Only entities that pass the gate reach this website. Everything else stays internal.

Limits

What this platform does not claim

Trend Score measures observed attention and movement in public signals. It is not a forecast, a demand estimate, or a sales figure.

A single source moving is a lead, not a conclusion. Confidence rises when independent sources move together, and the score weights each source by the coverage it actually has.

Coverage is currently 5 markets. Nothing outside them is monitored, so absence here is not evidence of absence in the world. Browse what is published.