When two analyses disagree

Different results can share useful information

Two analyses may choose neighboring seasons while agreeing on the most important dimension. Soft Summer and Soft Autumn both point toward muted chroma; Deep Winter and Deep Autumn both emphasize depth. Start with the qualities that repeat rather than focusing only on the changed label.

A close result does not mean your coloring changed or that one image exposed a hidden biological truth. It usually means the visual evidence is near a category boundary, the viewing conditions differed, or the system weighted dimensions differently.

Check the input before retaking

Retake when the input quality is poor or the result is low-confidence, not simply until a preferred label appears. Keep the setup stable and change one problem at a time so the new result adds information.

• Was the light diffuse, even, and from one source?
• Did auto exposure make one photo much brighter?
• Were filters, strong makeup, colored reflections, or tinted glasses present?
• Were hair and facial features visible in a consistent way?
• Did the analysis report low confidence or image-quality concerns?

Let real wearing settle the question

Compare a small set of representative colors from both palettes in the lighting where you usually dress. Notice temperature, value, chroma, and contrast separately. You may discover that you prefer one palette’s neutrals and the other’s accent colors.

No color is forbidden, and no season is a measure of attractiveness. Cultural meaning, visibility, uniform requirements, mood, and personal identity can outweigh harmony. A useful result should support your decisions while leaving you in control.