Should I follow best-fit category only?

Use it as primary lane, then improve secondary lane strategically.

Can category fit change over time?

Yes, with targeted styling and pose adjustments.

Does best-fit mean others are bad?

No, it means current strongest commercial alignment.

Category Fit Explained: Commercial vs Editorial vs Beauty vs Ecommerce

BModel data-driven playbook. Use this with your audit report for faster iteration.

Category fit shows where your current visual language sells best.

Your BModel Snapshot

From report token 56390733dc04d560218b86c74d0bbf37182dab518e6f8133971ce2da0fcb193c (Audit #33).

Global: 84.2 Status: Agency-ready Best Fit: editorial

Category Fit: commercial: 69.8 | editorial: 77.2 | beauty: 69.4 | ecommerce: 77 Best Fit Category: editorial Global Score: 84.2

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

Facial control and category fit influence booking direction. High technical quality can still underperform if expression, angle, or category alignment are inconsistent.

How BModel Measures It

BModel combines face sub-scores, confidence quality, and category-fit matrix outputs to estimate market alignment.

Fix It Now: 5 Actions

Train three expression intensities and keep transitions intentional.
Test head angles to find strongest symmetry for your face shape.
Match styling and pose to your target category brief.
Use top category-fit result as baseline, then improve second-best lane.
Keep gaze direction and facial tension coherent across set.

Common Mistakes

Neutral face in every frame with no emotional range.
Angles that hide jawline or flatten eye engagement.
Category mismatch between wardrobe and expression.
Chasing one category while selecting opposite-style images.

7-Day Improvement Protocol

Day 1: pick category target and expression board.
Day 2-3: shoot angle and expression matrix.
Day 4: select category-consistent finals.
Day 5: do corrective mini-session for weakest face metric.
Day 6-7: re-audit and evaluate face/category trend.

FAQ

Should I follow best-fit category only?
Use it as primary lane, then improve secondary lane strategically.
Can category fit change over time?
Yes, with targeted styling and pose adjustments.
Does best-fit mean others are bad?
No, it means current strongest commercial alignment.