Each use case runs on the same Profile → Plan → Execute → Refine loop.
Busy Professionals
Need repeatable outfit decisions with low daily cognitive load.
Outcome: Reduce daily outfit decision time to near zero.
Daily flow
- • Set profile constraints for work context and climate.
- • Receive occasion-aware daily guidance.
- • Track usage and refine underused inventory weekly.
Mapped features
AI outfit plannerDaily guidance engineWardrobe intelligence
Creatives
Need expressive variation without losing structure.
Outcome: Explore variation without losing coherence.
Daily flow
- • Use style sliders and color preferences to frame range.
- • Explore recommendations with swap and feedback loops.
- • Save and reuse successful looks.
Mapped features
Style profile builderRecommendation rulesLook saving
Minimalists
Prefer fewer items with higher utilization.
Outcome: Increase utilization and eliminate redundant purchases.
Daily flow
- • Digitize current wardrobe.
- • Track wear frequency and identify idle pieces.
- • Use gap detection before any new purchase.
Mapped features
Wardrobe digitizationWear analyticsShopping gap detection
Stylists
Need operational tooling for consultations and client wardrobes.
Outcome: Run structured client consultations at scale.
Daily flow
- • Review profile and measurement context.
- • Use plan/admin pipelines for consultation and fulfillment.
- • Track order and consultation states to completion.
Mapped features
Consultation moduleAdmin wardrobe plan operationsMeasurement system
Small Studios
Require standardized workflows across multiple client orders.
Outcome: Standardize operations without losing creative control.
Daily flow
- • Configure plan and embroidery options.
- • Schedule and complete included consultations.
- • Move orders through fulfillment with status controls.
Mapped features
Plan configuration controlsStructured order trackingFulfillment state management