BModel

Photo Readiness Report

Generated: 2026-09-11T13:08:04Z
51.1
/ 300 total
Needs improvements
Confidence: 81 (High)
Credits: 1
Pose Variety: 33.3 / 100
Lighting: N/A
Cohesion: 99 / 100
Fashion Fit: 58 / 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

SharpnessExposureFramingBackgroundFashion FitGroomingSkinSilhouette
1
Capture Quality
60 / 100
Moderate
2
Styling & Grooming
14 / 100
Priority
3
Silhouette & Line
38 / 100
Priority
4
Cohesion & Palette
99 / 100
Strong
5
Final Readiness
51 / 100
Priority
Pose ElongationPriority
16 / 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
58 / 100
Improve posture rhythm and keep full silhouette readable.
Estimated gain if improved: +15 pts

All Photos

Photo
Score 51.1
Confidence 81 (High)
Fashion fit 58.1 / 100
Subject coverage 26.4%
Posture 32.4 / 100
Limb cutoffs 0 point(s)
Wardrobe/background separation 14.8 / 100
Silhouette line 45.5 / 100
Pose elongation 16.1 / 100
Good candidate for your top selection.
This three-quarter frame reads clean and sellable, with product and body shape staying clear in frame. Light reads soft but could be refined to sculpt the face with more precision and clarity. The presence is promising, though a steadier gaze and posture would elevate the frame. 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.
Head crop look 1 Body crop look 1
Look 01
Casting | Score 51.1
Best trait: Background

Score Breakdown

Sharpness
52.0 / 100
Exposure
53.4 / 100
Contrast
96.8 / 100
Framing
0.0 / 100
Background
100.0 / 100
Fashion Fit
58.1 / 100
Wardrobe Separation
14.8 / 100
Silhouette Line
45.5 / 100
Pose Elongation
16.1 / 100

Score Composition

Weighted contribution of each metric to overall readiness.
51.1
avg score
Background 100.0 25.1%
Contrast 96.8 19.8%
Sharpness 52.0 19.0%
Fashion Fit 58.1 15.9%
Exposure 53.4 15.8%
Silhouette Line 45.5 2.1%
Wardrobe Separation 14.8 2.0%
Pose Elongation 16.1 0.4%
Framing 0.0 0.0%

Pose Variety

Score: 33.3 / 100
Missing types: full_body, headshot

Fashion Fit & Posture

Fashion fit score: 58 / 100
Posture score: 32 / 100
Average subject coverage: 26.4%
Images with limb cutoff risk: 0

Styling & Grooming

Grooming score: N/A
Skin readiness: N/A
Makeup finish: N/A
Hair/face occlusion control: N/A
Face shine control: N/A
Wardrobe/background separation: 14 / 100

Silhouette & Line

Silhouette line score: 45 / 100
Pose elongation score: 16 / 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)
54.3 / 100
Editorial
53.5 / 100
Commercial
50.3 / 100
Beauty
50.1 / 100
Ecommerce (Best Fit)
54.3
Lead +0.8
Editorial
53.5
Gap -0.8
Commercial
50.3
Gap -4.0
Beauty
50.1
Gap -4.2

Per-Photo Heat Grid

Green = strong, amber = moderate, red = priority improvement.
Photo
Total
Fashion
Grooming
Skin
Silhouette
Elongation
Framing
Exposure
Photo 1
51
58
N/A
N/A
45
16
0
53

Skin, Makeup & Silhouette Dashboard

Focused presentation metrics to improve camera-readiness and line quality.
Skin Readiness Unavailable
N/A
Skin camera-readiness and tone stability
Makeup Finish Unavailable
N/A
Finish consistency and hotspot control
Silhouette Line Priority
45 / 100
Shape clarity and line readability
Pose Elongation Priority
16 / 100
Perceived line length and body geometry

Cohesion Timeline

Frame-by-frame consistency view across exposure, palette temperature, and separation.
Exposure Stabilityavg 27.4
Palette Temperatureavg 100.0
Subject Separationavg 14.8

Lighting & Cohesion

Lighting quality: N/A
Background edge density: 0.1%
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

What to Keep

Reshoot Checklist

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
N/A
Lighting
Unavailable
N/A
99
Cohesion
Strong
99 / 100
58
Fashion Fit
Priority
58 / 100
99
Palette
Strong
99 / 100
Pose Variety
33 / 100
Lighting
N/A
Cohesion
99 / 100
Fashion Fit
58 / 100
Palette
99 / 100

Priority Order For Next Shoot

  • Pose Variety: 33 / 100
  • Fashion Fit: 58 / 100
  • Palette: 99 / 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.

Progress vs Previous Audit

Global Avg
51.1 (+3.4)
Pose Variety
33.3 (+0)
Cohesion
100 (-0)
Fashion Fit
58.1 (-28.9)
Palette
100 (-0)

Action Plan

Benchmark Context

Your current average score is 51.1. Historical median (last audits): 51.1. Delta: +0 .

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Recommended Improvement Docs (Personalized)

Use these guides with your report token for customized actions based on this audit.

Improve Your BModel Global Score Read
Top 5 Fastest Fixes This Week Read
Turn Priority Tips into a 7-Day Plan Read
Improve Pose Variety Score Read
Improve Fashion Fit Score Read
Improve Palette Consistency Score Read