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Case Studies

Case Studies

Exposed Layers

A Phygital Fashion Launch

Engineered for Expression: A Quiet Revolution in Phygital Fashion

Coming Soon: 4 Pilot Case Snapshots

Pilot

Pilot #1
Pilot #2
Pilot #3
Pilot #4

Industry

Mid-Market Apparel
Mid-Market Apparel
Cross-Border Retailer
Fashion Capsule Launch

Tools

AI Sizing + VTO
AI Catalog Imagery
Sizing + 3D Store
AR Print + DPP

Status

In Progress
In Progress
In Progress
In Progress

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 We work with brands who want to test, learn, and lead. Our pilots are fast, founder-supported, and outcomes-driven.

Case Study: Menswear Brand | Retail Stores Pilot

Problem:

In-store fittings relied on manual guesswork and inconsistent measurement methods, making ready-to-wear purchases a risk for both customers and staff.

Ready-to-Wear Accuracy

Over 1,300+ in-store measurements verified against tailor data.

Average deviation: waist 4 mm | hip 2 mm | inseam 8 mm | < 2.5 % outliers.

Validation: Measurements manually confirmed by in-store tailors.

Outcome: AI sizing achieved 97 % accuracy, ensuring a near-perfect fit experience for ready-to-wear and made-to-measure customers.

“At Imersive, we don’t estimate, we measure. Millimeter-level accuracy verified against human tailors.”

– Roshan Raju, CEO, Imersive

Case Study: Healthcare & Workforce Supplier | Nursing College Rollout

Problem:

Manual uniform fittings created bottlenecks in large institutions, consuming staff hours and delaying distribution.

Uniform Sizing at Scale

300+ uniforms scanned and fitted in a single day.

Reduced manual fitting time from days to hours.

Fit accuracy > 85 % on first pass; 90 % after XS size added.

Delivered consistent measurements for mass-issue garments (scrubs, lab coats).

Outcome:

AI sizing improved rollout efficiency by 4×, saving hours of administrative coordination.

“AI sizing replaces manual measuring for workforce outfitting, saving hours per batch.”

– Roshan Raju, CEO, Imersive

Independent pilot findings provided by Imersive (2024–2025)

Case Study: Women’s Apparel Brand | Online Integration Pilot

Problem:

Online shoppers lacked trust in product fit, leading to low conversion and high return rates.

E-Commerce Conversion Impact

Women’s Apparel Brand | Online Integration Pilot

50,000+ site visits during pilot.

89 % of shoppers who used AI Sizing added to cart.

Predictive insight: sizing interaction is a top conversion signal.

Outcome:

Confidence in fit directly translated to conversion growth, proving AI sizing’s measurable impact on e-commerce performance.

“When shoppers size themselves, they buy with confidence. AI sizing increases add-to-cart probability by 89 %.”

– Roshan Raju, CEO, Imersive

Independent pilot findings provided by Imersive (2024–2025)

Bring These Results to Your Brand

LIVVIUM is Imersive’s authorized solutions partner for Hong Kong and Asia.

We help brands localize and implement AI sizing and smart cataloguing tools that drive measurable performance.

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