Integration Cookbooks

Integration Patterns by Vertical

Vertical-specific integration guides covering recommended API configuration, sample requests, size lookup patterns, and response handling tips. Copy-paste-ready code for Python, JavaScript, and cURL.

Fashion & Apparel

Fashion & Apparel E-commerce

Size recommendation engine — map predicted body dimensions against your size chart client-side, with boundary handling via range_95.

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Sports & Outdoor

Sport Equipment & Outdoor Gear Rental

Automated pre-sizing — predict foot length, head circumference, and inseam from booking data before the customer arrives.

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Eyewear & XR

Online Eyewear & VR/AR Headsets

Head and face fit engine — frame width routing, Asian-fit detection, VR strap sizing, and light-seal selection from 24 craniofacial dimensions.

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Gaming & VFX

Gaming, VFX & Metaverse

Avatar generation and engine integration — Unity bone mapping, Unreal MetaHuman blend shapes, NPC crowd generation, and finger rig patterns.

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Wearables

Wearables — Band, Ring & Ankle Fit

Predict wrist, hand, and finger dimensions for smartwatch bands, smart rings, and ankle trackers — with PIP joint width for precise ring sizing.

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Childrenswear

Childrenswear & Children's Products

Age bracket envelope pattern, longevity projection, cross-regional sourcing comparison, and product category dimension mapping using CDC LMS data.

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Workwear & PPE

Workwear at Scale

Workforce sizing from HR data — batch processing pattern, inventory planning aggregation, and garment category dimension mapping.

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Multi-Region

Multi-Region Platform

Serving a global customer base — sourcing delta pattern, locale-to-region mapping, multi-tenant SaaS platform integration, and the Double Penalty Paradox explained.

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