Controlled synthetic example. The images and scores on this page are controlled synthetic fixtures for demonstrating the result contract. They are not a promise of a real person’s outcome.
The problem
The set starts with a weaker, less recognizable photo even though a clearer portrait is available later.
What the first result noticed
The first result prioritizes recognition, framing, and a lead photo that makes the person easy to place.
What changed
The weakest opener was replaced with a brighter, more recognizable lead while the rest of the set stayed in order.
What the rerate showed
The rerate shows a clearer first impression and a more useful profile sequence.
Still needs work
The supporting images still benefit from more location and outfit variety.
Original set
The first result prioritizes recognition, framing, and a lead photo that makes the person easy to place.
Controlled synthetic example
Overall score
Original set
The first result prioritizes recognition, framing, and a lead photo that makes the person easy to place.
73/100
What changed
The weakest opener was replaced with a brighter, more recognizable lead while the rest of the set stayed in order.
The weakest opener was replaced with a brighter, more recognizable lead while the rest of the set stayed in order.
Estimated range
+4 to +8 points
Confidence
medium
Evidence basis
The weakest opener was replaced with a brighter, more recognizable lead while the rest of the set stayed in order.
Profile plan
Photo 2: Use as lead
The first result prioritizes recognition, framing, and a lead photo that makes the person easy to place.
Photo 3: Use as support
The first result prioritizes recognition, framing, and a lead photo that makes the person easy to place.
Photo 1: Retake this
The first result prioritizes recognition, framing, and a lead photo that makes the person easy to place.
Photo 2: Warm, inviting lead
84/100
Decision
Use as lead
The first result prioritizes recognition, framing, and a lead photo that makes the person easy to place. This close portrait combines strong eye contact, natural warmth, and a social setting that makes you feel approachable.
Score breakdown
Lighting82/100
Composition81/100
Expression91/100
Profile fit86/100
• Reduce the prominence of the drink in the foreground.
• Crop slightly tighter around your face and shoulders.
The first result prioritizes recognition, framing, and a lead photo that makes the person easy to place. The outdoor setting and direct smile feel authentic, while stronger sunlight and a busy background keep it just behind the café portrait.
Score breakdown
Lighting78/100
Composition77/100
Expression86/100
Profile fit80/100
• Use softer shade or avoid the brightest direct sunlight.
• Move away from busy pedestrian and skyline areas.
The first result prioritizes recognition, framing, and a lead photo that makes the person easy to place. The portrait shows your style clearly, but dim light, mirror clutter, and the phone covering part of your face reduce profile impact.
The rerate shows a clearer first impression and a more useful profile sequence.
Controlled synthetic example
Overall score
Improved set
The rerate shows a clearer first impression and a more useful profile sequence.
82/100
What changed
The rerate shows a clearer first impression and a more useful profile sequence.
The rerate shows a clearer first impression and a more useful profile sequence.
Estimated range
+2 to +5 points
Confidence
medium
Evidence basis
The rerate shows a clearer first impression and a more useful profile sequence.
Improved set
• The rerate shows a clearer first impression and a more useful profile sequence.
Still needs work
• The supporting images still benefit from more location and outfit variety.
Profile plan
Photo 1: Use as main
The rerate shows a clearer first impression and a more useful profile sequence.
Photo 2: Use as supporting
The rerate shows a clearer first impression and a more useful profile sequence.
Photo 3: Use as supporting
The rerate shows a clearer first impression and a more useful profile sequence.
Photo 1: Warm, engaging lead photo
82/100
Decision
Use as main
The rerate shows a clearer first impression and a more useful profile sequence. Clear eye contact, natural light, and a relaxed smile make this a strong, approachable profile opener.
Score breakdown
Lighting84/100
Composition79/100
Expression86/100
Profile fit83/100
• Reduce the amount of background around your shoulders
• Use slightly more even shade to soften the patchy light
The rerate shows a clearer first impression and a more useful profile sequence. The café setting, flattering window light, and relaxed pose create a distinctive photo with strong conversational energy.
Score breakdown
Lighting84/100
Composition82/100
Expression87/100
Profile fit84/100
• Simplify the background distractions
• Keep the cup slightly lower so it does not compete with your face
The rerate shows a clearer first impression and a more useful profile sequence. The street setting adds character and the expression feels natural, though the composition is a little busier than the other options.
Score breakdown
Lighting80/100
Composition78/100
Expression84/100
Profile fit81/100
• Move away from the busiest part of the sidewalk
• Avoid placing strong building lines directly behind your head
