VibeScore Instrument / Image Analysis

What the image
is saying.

Drop a campaign visual, product shot, or social ad. The engine reads the emotional signal: what it registers, what is driving that read, and how confident the 4-model consensus is.

Campaign visualsProduct shotsSocial adsBrand imagesPrint creative

01

The score

A 0-1000 VibeScore and a dominant emotion. One number, one name. The full vector is underneath it.

02

The vector

All 8 Plutchik emotions scored. See which signals are high, which are near floor, and how they distribute across the image.

03

What is driving it

Composition, palette, expression, depth, motion texture. Each driver named and described. The read is never a black box.

Instrument live

Read an image now

Drop an image, paste a URL, or click one of the sample images to run the demo read and see the scored result.

Drop an image or click to select

JPG, PNG, WebP, AVIF supported

Mock build: file reads but does not upload

URL

Or load a sample image

No image selected

Mock build. No image is uploaded or analyzed. Clicking "Read the image" renders static mock analysis. Real wiring connects to /api/vibe-engine.

How the image is read

01

Decompose

The image is broken into signal channels: composition, palette, expression, depth, motion, and texture.

02

Score

Four models score each channel independently against the 8-emotion Plutchik basis. Parallel, not sequential.

03

Consensus

Z-score agreement across models. High divergence flags ambiguous signals and lowers the confidence rating.

04

Read

Dominant emotion, full vector, and the driver chain that explains why the image registers the way it does.

What this read is, and is not

This read is

  • +A probabilistic signal read from visual structure and chromatic data.
  • +A 4-model z-score consensus, not a single model opinion.
  • +A read of how the image is likely landing, not how it will land for every viewer.
  • +Transparent: every driver is named and explained.

This read is not

  • -A guarantee of audience response or campaign outcome.
  • -A claim about what the creator intended.
  • -A cultural or demographic read (context not included).
  • -A replacement for human creative judgment.

One engine. Many doors.

Image Analysis is one instrument in the VibeScore suite. Every read shares a ledger with Ad+Vantage, Vibe Transcribe, Story Composer, 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.