What makes a thumbnail feel AI-formulaic?

Compare the visual structure, edge complexity, focal concentration, and palette. This measures resemblance, not AI authorship.

Use your candidate

Loading the local vision engine...

Your candidateAwaiting scan

Reaction burstReference A

Split conflictReference B

Quiet objectReference C

dHash / 45%Coarse luminance structure

Canny / 20%Contour-density difference

Laplacian / 15%Center-focus difference

RGB bins / 20%Palette-distribution distance

Closest repeated formula

Awaiting comparison

Run the sample to compare four real image fingerprints.

Visual evidence cannot establish whether an image was AI-generated.

Measured result

No completed analysis

Why this result occurs

Each image is normalized before four complementary feature distances are calculated.

What to revise

Change the strongest shared feature, rerun, and confirm its distance increases.

Formula distance = 45% normalized dHash + 20% edge-density delta + 15% center-focus delta + 20% RGB-distribution distance. It is a transparent ranking heuristic, not a quality score or provenance detector.