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.

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 f15844325434eea8674ab83d3a28adb12d1734c6b0f54907cdc4ee886856a4c6 (Audit #59).

Global: 65.4 Status: Needs improvements Best Fit: editorial

Cohesion: 31.4 Palette Consistency: 34.5

Priority Fixes from Your Report

Center the subject and keep consistent headroom.
Increase sharpness by using steady camera and good light.
Avoid overexposed highlights and deep shadows.
Relax shoulders and lengthen the torso to create cleaner body geometry.
Keep wrists and ankles fully inside the frame to protect silhouette continuity.

Keep Doing

Keep lighting soft and even across the face.
Maintain simple styling and clean backgrounds.
Keep expression natural and camera-aware.

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.