VibeScore Instrument / Fashion Audit

What does this
fashion work feel like?

Drop a campaign image, lookbook shot, or product page URL. The engine returns a 0-1000 VibeScore, an 8-emotion read, and a fashion-vertical lens benchmarked against the category.

Campaign imagesLookbooksProduct pagesBrand momentsDrop campaigns

01

The score

A 0-1000 VibeScore for the creative: dominant emotion, purity, and signal quality from a four-model consensus. No single model decides the read.

02

The fashion lens

The 8-emotion vector is translated into fashion-relevant signals: aspiration, desire, belonging, status, edge, ease. Each signal shows its strength and what drives it.

03

The benchmark

How this creative lands versus the fashion vertical average. A delta, a sample size, and a bar chart. Honest comparison, not a grade.

Instrument live

Score a fashion creative now

Drop an image or paste a product/lookbook URL. Click "Load sample" to run the demo streetwear drop and see the scored read.

Drop campaign image or lookbook shot

JPG, PNG, WebP, HEIC

Mock build: file name is captured, engine reads the sample

Streetwear drop, realistic mock

Mock build. No live engine call is made. "Score this creative" renders static sample analysis. Real wiring connects to /api/vibe-engine.

How the read is scored

01

Intake

Image or URL passed to the engine. Visual elements are read as emotional input, not described text.

02

Score

Four models read the creative in parallel. 8 Plutchik emotions scored 0-100 each. Consensus via z-score.

03

Translate

The emotion vector is mapped to fashion-vertical signals. Aspiration, desire, belonging, status, edge, ease.

04

Benchmark

Score compared against the fashion vertical average. Delta shown. Sample size reported.

Fashion-vertical signals

Aspiration

How far above daily life the creative positions the product. Driven by joy + anticipation above trust.

Desire

The wanting response. High anticipation + surprise without anxiety produces the clearest desire signal.

Belonging

In-group pull without exclusion. Trust-dominant reads correlate with belonging; fear-dominant reads suppress it.

Status

Elevated positioning with restraint. Status reads require trust below the surface; pure fear is not status.

Edge

Controlled tension. Anger and fear at moderate levels produce edge. High disgust collapses it to repulsion.

Ease

Approachability and comfort. Joy-dominant, low-fear reads. Inversely correlated with edge.

Signals are derived from the emotion vector, not asserted by the engine. The engine reports the read; the lens translates it.

One engine. Many doors.

Fashion Audit is one instrument in the VibeScore suite. Every read here shares a ledger with Ad+Vantage, Transcribe, and World Wide Vibes. The data compounds.

Ad+Verb Labs, parent company. Legal, support, and identity live here once, referenced everywhere. All ideas, brands, and IP of Trent McNelly.