Subscription boxes and sample services

Subscription boxes need matching, retention, and proof that monthly picks are actually worn after delivery.

Jobs to support

• Match subscribers to samples based on taste profiles.
• Track which samples become repeated wears.
• Build discovery sets dynamically.
• Offer a branded cabinet or tracker.
• Route full-bottle purchases through affiliate or retailer partners.

Paid path

• Fragrance DB API.
• White-label collection tracker.
• Wear insight dashboard.
• Subscription box curation engine.

Revenue lines

• API subscription.
• White-label platform.
• Brand intelligence.
• Affiliate commerce.