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 b46c8407c3abc9584e0173206142734ef9857aea26d1fe1e43d5a774b14da92d (Audit #38).

Global: 75 Status: Agency-ready Best Fit: editorial

Cohesion: 17.2

Priority Fixes from Your Report

  1. Center the subject and keep consistent headroom.
  2. Avoid overexposed highlights and deep shadows.
  3. Use higher resolution photos for better results.

Keep Doing

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

  1. Use one color family and repeat tonal logic across outfits.
  2. Lock white balance and avoid mixed ambient sources.
  3. Keep camera distance/lens behavior stable for sequence harmony.
  4. Group final images by category objective before submission.
  5. Drop strong single photos that break overall set narrative.

Common Mistakes

7-Day Improvement Protocol

  1. Day 1: define palette and category target.
  2. Day 2-3: shoot all frames in one controlled environment.
  3. Day 4: shortlist by visual continuity first, score second.
  4. Day 5: color-balance the final sequence uniformly.
  5. Day 6-7: re-audit and inspect cohesion/palette movement.

FAQ

Related Guides