Precision Fashion Visualization

Every Detail Controlled.
Every Generation Consistent.

Locked body proportions. Exact pose control. 100% identity preservation. The three problems every other AI fashion tool gets wrong — solved.

Outfit variation 1Look 1
Outfit variation 2Look 2
Outfit variation 3Look 3
Outfit variation 4Look 4

Same model. 64 outfits. Zero inconsistencies.

4Standardized Body Sizes
22Anatomical Bone Regions
64+Outfit Combinations per Model

01 — Body Shape Precision

Four Sizes. One Standard.
Perfect Proportions.

Every body size is defined by a 30-keypoint skeleton with float-precision coordinates. Mesh deformation uses inverse distance weighting to the four nearest joints per vertex, ensuring garments drape naturally on every body type. No stretching artifacts, no proportion drift.

Standardized sizes: US 6 (Petite) · US 8 (Standard) · US 10 (Athletic) · US 12 (Curvy). Each locked to a consistent skeletal definition across every generation.

US 6 Petite body model
US 6Petite
US 8 Standard body model
US 8Standard
US 10 Athletic body model
US 10Athletic
US 12 Curvy body model
US 12Curvy
Model with pose control overlay

Bone Controls

Head Tilt0°
-45°45°
Left Shoulder0°
-90°90°
Right Elbow0°
0°145°
Hip Rotation0°
-45°45°

Drag any slider to see real-time control

02 — Exact Pose Control

Direct Every Joint.
Down to the Degree.

Not a prompt. Not a guess. Set your model's elbow to exactly 45 degrees, rotate the shoulder 30 degrees, tilt the head precisely where you want it. 22 anatomical bone regions, each with intelligent constraints that prevent impossible poses. Every pose is exportable and reusable across sessions.

Technical: Quaternion-based swing-twist decomposition with anatomical range limits. Linear blend skinning with pre-computed vertex weights for real-time preview.

03 — Identity Preservation

One Model. Infinite Outfits.
Zero Drift.

Every AI try-on tool claims consistency. We guarantee it. Your model's face, body, and features are embedded pixel-for-pixel into every single generation — no lossy transformations, no gradual drift, no uncanny-valley surprises. The same person, recognizably themselves, across every outfit you generate.

How: Model image embedded as lossless base64 in every API call. Combined with per-size mesh caching for guaranteed structural consistency.

Identity-preserved outfit 1
Identity-preserved outfit 2
Identity-preserved outfit 3
Identity-preserved outfit 4
Identity-preserved outfit 5
Identity-preserved outfit 6
Identity-preserved outfit 7
Identity-preserved outfit 8
Identity-preserved outfit 1
Identity-preserved outfit 2
Identity-preserved outfit 3
Identity-preserved outfit 4
Identity-preserved outfit 5
Identity-preserved outfit 6
Identity-preserved outfit 7
Identity-preserved outfit 8

Pixel-identical identity across every generation.

See It in Action

Mix 64 Combinations.
Same Model. Every Time.

Select any top, bottom, and shoes below. Watch the same model wear each combination with perfect consistency — no regeneration artifacts, no identity shift.

AI-generated outfit visualization
Tops
Bottoms
Shoes

Precision Visualization
for Serious Fashion Brands

Stop fighting AI inconsistency. Generama gives you deterministic, controllable, production-ready fashion visualization. See it work with your catalog.

Book a Demo