What ecommerce fit values prioritize?

Clarity, consistency, product readability, and stable framing.

Is expression less important in ecommerce?

It is still important, but clarity and garment read dominate.

Best ecommerce retake setup?

Neutral background, stable light, clean full-body and three-quarter coverage.

How to Improve Ecommerce Fit Score from Your Current Report

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

Ecommerce fit rewards clarity, consistency, and product-friendly presentation.

Your BModel Snapshot

From report token 7ca1f4d7628922384c7e0b733c873b799749f4c88683be2f00442a830245c6f0 (Audit #49).

Global: 75.9 Status: Agency-ready Best Fit: editorial

Ecommerce Fit: 64.8 Best Fit Category: editorial

Priority Fixes from Your Report

Avoid overexposed highlights and deep shadows.
Center the subject and keep consistent headroom.
Increase sharpness by using steady camera and good light.
Use even lighting to improve contrast.

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

What ecommerce fit values prioritize?
Clarity, consistency, product readability, and stable framing.
Is expression less important in ecommerce?
It is still important, but clarity and garment read dominate.
Best ecommerce retake setup?
Neutral background, stable light, clean full-body and three-quarter coverage.