Development-stage set with useful building blocks. Prioritize lighting consistency, silhouette clarity, and framing control before the next submission round to unlock faster score gains. Best current strength: Lighting (100). Use this as the visual anchor for your next retake.
Visual Snapshot
1
Capture Quality
48 / 100
Priority
2
Styling & Grooming
96 / 100
Strong
3
Silhouette & Line
24 / 100
Priority
4
Cohesion & Palette
100 / 100
Strong
5
Final Readiness
54 / 100
Priority
Pose ElongationPriority
0 / 100
Adjust camera height and stance for longer body geometry.
Estimated gain if improved: +24 pts
Silhouette LinePriority
45 / 100
Refine body angles and garment structure for cleaner line.
Estimated gain if improved: +21 pts
Fashion FitPriority
54 / 100
Improve posture rhythm and keep full silhouette readable.
Estimated gain if improved: +17 pts
All Photos
Score 54.2
Confidence 90 (High)
Fashion fit 54.0 / 100
Subject coverage 23.4%
Posture 0.0 / 100
Limb cutoffs 0 point(s)
Grooming 88.2 / 100
Shine control 100.0 / 100
Wardrobe/background separation 100.0 / 100
Skin readiness 97.3 / 100
Makeup finish 98.8 / 100
Silhouette line 45.5 / 100
Pose elongation 0.0 / 100
Good candidate for your top selection.
Style Fashion (0.80) | Beauty (0.60)
This three-quarter frame reads clean and sellable, with product and body shape staying clear in frame. Light falls cleanly across the face, keeping skin tone luminous without flattening structure. There is a composed, camera‑aware presence that feels bookable and on‑brief. Against the previous frame, this one appears as the opening statement and improves catalog consistency.
Cinematic Story Strip
A refined visual sequence of your strongest frames.
Look 01
Fashion | Score 54.2
Best trait: Wardrobe Separation
Score Breakdown
Sharpness
0.0 / 100
Exposure
86.4 / 100
Contrast
51.6 / 100
Framing
4.8 / 100
Background
100.0 / 100
Fashion Fit
54.0 / 100
Grooming
88.2 / 100
Wardrobe Separation
100.0 / 100
Skin Readiness
97.3 / 100
Makeup Finish
98.8 / 100
Silhouette Line
45.5 / 100
Pose Elongation
0.0 / 100
Score Composition
Weighted contribution of each metric to overall readiness.
54.2
avg score
Exposure86.420.7%
Background100.020.3%
Fashion Fit54.012.0%
Wardrobe Separation100.011.1%
Grooming88.29.8%
Skin Readiness97.39.0%
Contrast51.68.6%
Makeup Finish98.85.5%
Silhouette Line45.51.7%
Framing4.81.4%
Sharpness0.00.0%
Pose Elongation0.00.0%
Pose Variety
Score: 33.3 / 100
Missing types: full_body, headshot
Fashion Fit & Posture
Fashion fit score: 54 / 100
Posture score: 0 / 100
Average subject coverage: 23.4%
Images with limb cutoff risk: 0
Styling & Grooming
Grooming score: 88 / 100
Skin readiness: 97 / 100
Makeup finish: 98 / 100
Hair/face occlusion control: 76 / 100
Face shine control: 100 / 100
Wardrobe/background separation: 100 / 100
Silhouette & Line
Silhouette line score: 45 / 100
Pose elongation score: 0 / 100
Use these scores to tune posture and camera height for cleaner proportions.
Face & Expression
Eye openness score: 100 / 100
Expression balance: 0 / 100
Face angle stability: 30 / 100
Category Fit
Ecommerce (Best Fit)
64.4 / 100
Beauty
62.9 / 100
Commercial
58.2 / 100
Editorial
54.6 / 100
Ecommerce (Best Fit)
64.4
Lead +1.5
Beauty
62.9
Gap -1.5
Commercial
58.2
Gap -6.2
Editorial
54.6
Gap -9.8
Per-Photo Heat Grid
Green = strong, amber = moderate, red = priority improvement.
Photo
Total
Fashion
Grooming
Skin
Silhouette
Elongation
Framing
Exposure
Photo 1
54
54
88
97
45
0
4
86
Skin, Makeup & Silhouette Dashboard
Focused presentation metrics to improve camera-readiness and line quality.
Skin ReadinessStrong
97 / 100
Skin camera-readiness and tone stability
Makeup FinishStrong
98 / 100
Finish consistency and hotspot control
Silhouette LinePriority
45 / 100
Shape clarity and line readability
Pose ElongationPriority
0 / 100
Perceived line length and body geometry
Cohesion Timeline
Frame-by-frame consistency view across exposure, palette temperature, and separation.
Exposure Stabilityavg 29.0
Palette Temperatureavg 56.6
Subject Separationavg 100.0
Lighting & Cohesion
Lighting quality: 100 / 100
Background edge density: 0.1%
Palette consistency: 100 / 100
Hue variance: 0.0 deg
Temperature variance: 0.000
Cohesion score: 100 / 100
Lighting, background, and palette are consistent across the set.
Dominant style: Fashion
Coach Feedback
Increase sharpness by using steady camera and good light.
Use longer posture and camera angle adjustments to create a more elongated line.
Center the subject and keep consistent headroom.
Refine silhouette line with stronger posture and clearer garment shape.
Use even lighting to improve contrast.
What to Keep
Wardrobe separates cleanly from background, keeping shape readable.
Color palette stays coherent across images, which strengthens the book.
Reshoot Checklist
Frame the subject centrally and keep the full silhouette visible
Stabilize the camera and ensure sharp focus on the face
Avoid flat lighting; add gentle contrast without harsh shadows
Separate the subject from the background with soft contrast
Lengthen posture and engage core to create cleaner fashion lines
How To Read Your Metrics
Use this dashboard as your decision map: high values show what is production-ready, while lower values show what to improve first. Start with the three lowest metrics and retest after your next shoot set.
33
Pose Variety
Priority
33 / 100
100
Lighting
Strong
100 / 100
100
Cohesion
Strong
100 / 100
54
Fashion Fit
Priority
54 / 100
100
Palette
Strong
100 / 100
Pose Variety
33 / 100
Lighting
100 / 100
Cohesion
100 / 100
Fashion Fit
54 / 100
Palette
100 / 100
Priority Order For Next Shoot
Pose Variety: 33 / 100
Fashion Fit: 54 / 100
Lighting: 100 / 100
Pose Variety
What it means: Measures range of framing types and visual variation across the set.
How to improve: Add headshot, three-quarter, and full-body with clearly different body lines.
Lighting
What it means: Measures highlight/shadow balance and face readability.
How to improve: Use soft front-side light and keep exposure consistent across frames.
Cohesion
What it means: Measures how consistent your set feels in light, background, and color.
How to improve: Keep location, white balance, and setup similar when shooting the sequence.
Fashion Fit
What it means: Measures silhouette strength, posture quality, and framing of body lines.
How to improve: Lengthen posture, keep line clean, and avoid cramped composition.
Palette
What it means: Measures color harmony and tone consistency across photos.
How to improve: Use coordinated wardrobe tones and stable color temperature.
Action Plan
Day 1: Shoot 3 framing variants (headshot, three-quarter, full-body) with distinct posture shifts.
Day 2: Rehearse posture transitions to keep line, balance, and silhouette intent consistent.
Day 3: Lock one soft light setup and retake with controlled highlights and shadows.
Benchmark Context
Your current average score is 54.2.
Historical median (last audits): 54.2.
Delta:
+0 .
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