Signal fusion

Cross-Signals

Combine trend, gap, competitor, social, and market evidence into a unified signal map.

Commerce dimensions

Product + shop + ad cross-evidence

No shop or ad records exist yet, so there is nothing to cross-reference against the recorded product trends. The two ad sources TIYF is set up for are the Meta Ad Library (free developer access, but Meta requires identity verification) and the Google Ads Transparency Center; both are shown as “Needs setup” until access is granted. Once either supplies records, TIYF links them to a product only where they share a recorded product term, brand or domain and fall in the same capture window, UK records first — co-occurrence in time, never a causal claim, and never sales, revenue or return on ad spend.

Co-occurring recorded evidence — no correlation is calculated

Cross-signal feed

No cross-signal matches yet

The map will populate only after multiple verified inputs overlap.

Scoring inputs

Quality checks
Trend overlap
Gap overlap
Market context
Confidence conflicts

Loading state

Live records

Evidence and sources

Cross-signal evidence

Correlated source clusters and conflict notes will appear here.

Search and social trend sources
Competitor and product change sources
Market and macro data sources
Existing backend evidence tables

Scoring inputs

Review checklist
Signal areaStatusEvidenceTIYF Opportunity Score
Trend overlap
Awaiting live data
No recorded evidence for this item yet
Score pending
Gap overlap
Awaiting live data
No recorded evidence for this item yet
Score pending
Market context
Awaiting live data
No recorded evidence for this item yet
Score pending
Confidence conflicts
Awaiting live data
No recorded evidence for this item yet
Score pending