How to Improve Cohesion Score Across a Full Set
BModel data-driven playbook. Use this with your audit report for faster iteration.
Cohesion makes your set feel curated instead of assembled.
Your BModel Snapshot
From report token f4e681035c55b6f32f802059777aa77b41ef2048ff95060c519923850c0c2792 (Audit #51).
Global: 81.9
Status: Agency-ready
Best Fit: ecommerce
Cohesion: 13.5
Priority Fixes from Your Report
- Center the subject and keep consistent headroom.
- Avoid overexposed highlights and deep shadows.
Keep Doing
- Keep lighting soft and even across the face.
- Maintain simple styling and clean backgrounds.
Why This Metric Matters
Cohesion and palette consistency determine whether your book feels intentional. Inconsistent color temperature or styling drifts reduce trust and category clarity.
How BModel Measures It
BModel uses set-level variance metrics (palette consistency, temperature spread, style confidence, cohesion score) across all selected frames.
Fix It Now: 5 Actions
- Use one color family and repeat tonal logic across outfits.
- Lock white balance and avoid mixed ambient sources.
- Keep camera distance/lens behavior stable for sequence harmony.
- Group final images by category objective before submission.
- Drop strong single photos that break overall set narrative.
Common Mistakes
- Combining warm and cool scenes in one short set.
- Mixing beauty and editorial styling without bridge shots.
- Using one outlier image because it looks artistic.
- Changing post-processing profile between frames.
7-Day Improvement Protocol
- Day 1: define palette and category target.
- Day 2-3: shoot all frames in one controlled environment.
- Day 4: shortlist by visual continuity first, score second.
- Day 5: color-balance the final sequence uniformly.
- Day 6-7: re-audit and inspect cohesion/palette movement.
FAQ
- What breaks cohesion fastest?
Mixed color temperature and style drift.
- Can high-scoring outlier stay?
Only if it supports set narrative.
- How many looks per set?
Keep to few coordinated looks for stronger cohesion.
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