Photo Rating examples

Photo Rating examples: see how a lineup can improve

These controlled synthetic before and after examples show how one targeted change can improve clarity, lighting, backgrounds, variety, and recognition in a dating photo lineup.

Before
Before: How a stronger first photo changes profile clarity
After
After: How a stronger first photo changes profile clarity

Featured before and after

How a stronger first photo changes profile clarity

Before
73/100
After
82/100
Score change
+9

Problem: The set starts with a weaker, less recognizable photo even though a clearer portrait is available later.

What improved: The weakest opener was replaced with a brighter, more recognizable lead while the rest of the set stayed in order.

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Controlled synthetic examples use prepared fixtures and scores to illustrate the result contract. They are not a promise of a real person’s outcome.

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Upload up to five photos and keep the full result visible while you decide what to change.

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