GroomingPriority
50 / 100
Keep hair and face zones consistent across the full set.
Estimated gain if improved: +19 pts
Photo Readiness Report
Generated: 2026-09-01T13:20:21Z
54.1
/ 300 total
Needs improvements
Confidence: 90 (High)
Pose Variety: 33.3 / 100
Lighting: 0 / 100
Cohesion: 99 / 100
Fashion Fit: 67 / 100
Palette: 99 / 100
Executive Summary
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: Cohesion (100). Use this as the visual anchor for your next retake.
Visual Snapshot
1
Capture Quality
48 / 100
Priority
2
Styling & Grooming
60 / 100
Moderate
3
Silhouette & Line
64 / 100
Moderate
4
Cohesion & Palette
66 / 100
Moderate
5
Final Readiness
54 / 100
Priority
Pose ElongationPriority
57 / 100
Adjust camera height and stance for longer body geometry.
Estimated gain if improved: +15 pts
Silhouette LineModerate
62 / 100
Refine body angles and garment structure for cleaner line.
Estimated gain if improved: +13 pts
All Photos
Cinematic Story Strip
A refined visual sequence of your strongest frames.
Look 01
Casting | Score 54.1
Best trait: Sharpness
Score Breakdown
Score Composition
Weighted contribution of each metric to overall readiness.
54.1
avg score
Sharpness
100.0
29.6%
Background
100.0
20.3%
Fashion Fit
67.7
15.0%
Framing
30.0
8.9%
Skin Readiness
95.5
8.8%
Grooming
50.0
5.5%
Makeup Finish
98.0
5.4%
Exposure
12.5
3.0%
Silhouette Line
62.1
2.3%
Pose Elongation
57.4
1.1%
Contrast
0.0
0.0%
Wardrobe Separation
0.0
0.0%
Pose Variety
Score: 33.3 / 100
Missing types: headshot, three_quarter
Fashion Fit & Posture
Fashion fit score: 67 / 100
Posture score: 70 / 100
Average subject coverage: 48.1%
Images with limb cutoff risk: 1
Styling & Grooming
Grooming score: 50 / 100
Skin readiness: 95 / 100
Makeup finish: 97 / 100
Hair/face occlusion control: 0 / 100
Face shine control: 100 / 100
Wardrobe/background separation: 0 / 100
Silhouette & Line
Silhouette line score: 62 / 100
Pose elongation score: 57 / 100
Use these scores to tune posture and camera height for cleaner proportions.
Face & Expression
Eye openness score: 0 / 100
Expression balance: 0 / 100
Face angle stability: 0 / 100
Category Fit
Ecommerce (Best Fit)
57.8 / 100
Commercial
55.8 / 100
Beauty
48.3 / 100
Editorial
41.0 / 100
Ecommerce (Best Fit)
57.8
Lead +2.0
Commercial
55.8
Gap -2.0
Beauty
48.3
Gap -9.5
Editorial
41.0
Gap -16.8
Per-Photo Heat Grid
Green = strong, amber = moderate, red = priority improvement.
Photo
Total
Fashion
Grooming
Skin
Silhouette
Elongation
Framing
Exposure
Photo 1
54
67
50
95
62
57
30
12
Skin, Makeup & Silhouette Dashboard
Focused presentation metrics to improve camera-readiness and line quality.
Skin Readiness
Strong
95 / 100
Skin camera-readiness and tone stability
Makeup Finish
Strong
97 / 100
Finish consistency and hotspot control
Silhouette Line
Moderate
62 / 100
Shape clarity and line readability
Pose Elongation
Priority
57 / 100
Perceived line length and body geometry
Cohesion Timeline
Frame-by-frame consistency view across exposure, palette temperature, and separation.
Exposure Stabilityavg 13.9
Palette Temperatureavg 74.4
Subject Separationavg 0.0
Lighting & Cohesion
Lighting quality: 0 / 100
Background edge density: 0.0%
Palette consistency: 99 / 100
Hue variance: 0.0 deg
Temperature variance: 0.000
Cohesion score: 99 / 100
Lighting, background, and palette are consistent across the set.
Coach Feedback
- Use even lighting to improve contrast.
- Increase contrast between outfit and background to define shape more clearly.
- Avoid overexposed highlights and deep shadows.
- Center the subject and keep consistent headroom.
- Refine grooming: keep hair controlled and reduce skin shine on key areas.
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
- Shoot in diffused daylight (near a window) for smoother skin tones
- Keep consistent headroom and avoid cutting off hands or feet
- Separate the subject from the background with soft contrast
- Avoid collapsing the torso; keep neck long and silhouette open to camera
- Tuck hair behind the ears so facial features are visible
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
0
Lighting
Priority
0 / 100
99
Cohesion
Strong
99 / 100
67
Fashion Fit
Moderate
67 / 100
99
Palette
Strong
99 / 100
Pose Variety
33 / 100
Lighting
0 / 100
Cohesion
99 / 100
Fashion Fit
67 / 100
Palette
99 / 100
Priority Order For Next Shoot
- Lighting: 0 / 100
- Pose Variety: 33 / 100
- Fashion Fit: 67 / 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.
