CohesionPriority
31 / 100
Standardize setup and lighting to reduce set-to-set drift.
Estimated gain if improved: +24 pts
Photo Readiness Report
Generated: 2026-03-06T17:47:40Z
202.0
/ 300 total
Needs improvements
Confidence: 86 (High)
Pose Variety: 66.7 / 100
Lighting: 100 / 100
Cohesion: 31 / 100
Fashion Fit: 80 / 100
Palette: 34 / 100
Executive Summary
Good base set with clear potential and visible strengths. Focus next on Cohesion (31) and Palette (35) to lift overall readiness and tighten casting consistency. Best current strength: Lighting (100). Use this as the visual anchor for your next retake.
Visual Snapshot
1
Capture Quality
59 / 100
Priority
2
Styling & Grooming
79 / 100
Moderate
3
Silhouette & Line
64 / 100
Moderate
4
Cohesion & Palette
55 / 100
Priority
5
Final Readiness
67 / 100
Moderate
PalettePriority
34 / 100
Use tighter wardrobe color family and fixed white balance.
Estimated gain if improved: +24 pts
Silhouette LinePriority
59 / 100
Refine body angles and garment structure for cleaner line.
Estimated gain if improved: +14 pts
All Photos
Cinematic Story Strip
The sequence moves from fashion energy toward a contrast-led finish, creating a coherent casting narrative.
Look 01
Fashion | Score 72.5
Best trait: Grooming
Look 02
Beauty | Score 67.2
Best trait: Wardrobe Separation
Look 03
Fashion | Score 62.3
Best trait: Wardrobe Separation
Look 04
Sensual | Score 59.0
Best trait: Wardrobe Separation
Look 05
Sensual | Score 51.9
Best trait: Contrast
Scouting Agent Report
This series reads like a quiet fashion narrative,The set plays as a confident casting story,There is a clean, modern arc running through these frames, with a editorial-leaning sensibility and styling restraint that keeps the focus on silhouette and expression, where the mood deepens as the sequence unfolds and the line becomes more intentional. The story threads through the set as follows: This three-quarter frame introduces a developmental mood with clean lines and a modern casting feel, then A three-quarter view leans into a developmental attitude, with shape and proportion reading clearly, then The camera finds a three-quarter angle that carries a developmental polish with a deliberate silhouette and camera‑aware energy, then In this three-quarter composition introduces a developmental mood with clean lines and a modern casting feel, then This full body portrait leans into a developmental attitude, with shape and proportion reading clearly. It lands as a sellable capsule with a clear point of view and a professional, agency‑ready energy.
Score Breakdown
Score Composition
Weighted contribution of each metric to overall readiness.
67.3
avg score
Background
100.0
17.6%
Fashion Fit
80.4
15.4%
Contrast
90.1
13.0%
Sharpness
33.6
8.6%
Exposure
40.5
8.4%
Framing
32.3
8.3%
Wardrobe Separation
83.8
8.0%
Skin Readiness
94.8
7.6%
Grooming
73.3
7.0%
Makeup Finish
67.8
3.3%
Silhouette Line
59.0
1.9%
Pose Elongation
62.0
1.0%
Pose Variety
Score: 66.7 / 100
Missing types: headshot
Fashion Fit & Posture
Fashion fit score: 80 / 100
Posture score: 57 / 100
Average subject coverage: 27.3%
Images with limb cutoff risk: 1
Styling & Grooming
Grooming score: 73 / 100
Skin readiness: 94 / 100
Makeup finish: 67 / 100
Hair/face occlusion control: 92 / 100
Face shine control: 53 / 100
Wardrobe/background separation: 83 / 100
Silhouette & Line
Silhouette line score: 59 / 100
Pose elongation score: 61 / 100
Use these scores to tune posture and camera height for cleaner proportions.
Face & Expression
Eye openness score: 100 / 100
Expression balance: 21 / 100
Face angle stability: 27 / 100
Category Fit
Editorial (Best Fit)
67.8 / 100
Beauty
64.3 / 100
Ecommerce
62.4 / 100
Commercial
57.8 / 100
Editorial (Best Fit)
67.8
Lead +3.5
Beauty
64.3
Gap -3.5
Ecommerce
62.4
Gap -5.4
Commercial
57.8
Gap -10.0
Per-Photo Heat Grid
Green = strong, amber = moderate, red = priority improvement.
Photo
Total
Fashion
Grooming
Skin
Silhouette
Elongation
Framing
Exposure
Photo 2
72
95
100
95
64
90
30
100
Photo 4
67
92
79
93
53
36
30
0
Photo 3
62
81
50
93
60
85
30
57
Photo 5
59
62
86
95
76
83
30
0
Photo 1
51
69
50
95
39
13
41
45
Skin, Makeup & Silhouette Dashboard
Focused presentation metrics to improve camera-readiness and line quality.
Skin Readiness
Strong
94 / 100
Skin camera-readiness and tone stability
Makeup Finish
Moderate
67 / 100
Finish consistency and hotspot control
Silhouette Line
Priority
59 / 100
Shape clarity and line readability
Pose Elongation
Moderate
61 / 100
Perceived line length and body geometry
Cohesion Timeline
Frame-by-frame consistency view across exposure, palette temperature, and separation.
Exposure Stabilityavg 62.8
Palette Temperatureavg 69.9
Subject Separationavg 83.8
Lighting & Cohesion
Lighting quality: 100 / 100
Background edge density: 0.9%
Palette consistency: 34 / 100
Hue variance: 36.6 deg
Temperature variance: 0.120
Cohesion score: 31 / 100
Lighting, background, or palette varies across the set.
Dominant style: Fashion
Coach Feedback
- Center the subject and keep consistent headroom.
- Increase sharpness by using steady camera and good light.
- Avoid overexposed highlights and deep shadows.
- Refine silhouette line with stronger posture and clearer garment shape.
- Use longer posture and camera angle adjustments to create a more elongated line.
What to Keep
- Keep lighting soft and even across the face.
- Maintain simple styling and clean backgrounds.
- Keep expression natural and camera-aware.
Reshoot Checklist
- Avoid direct overhead light; keep the light source in front of you
- Keep consistent headroom and avoid cutting off hands or feet
- Tap to focus on the eyes before taking the shot
- Avoid oversized outfits; choose clean, form‑fitting basics
- Avoid hair covering the eyes or jawline
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.
66
Pose Variety
Moderate
66 / 100
100
Lighting
Strong
100 / 100
31
Cohesion
Priority
31 / 100
80
Fashion Fit
Strong
80 / 100
34
Palette
Priority
34 / 100
Pose Variety
66 / 100
Lighting
100 / 100
Cohesion
31 / 100
Fashion Fit
80 / 100
Palette
34 / 100
Priority Order For Next Shoot
- Cohesion: 31 / 100
- Palette: 34 / 100
- Pose Variety: 66 / 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.
