White label and enterprise

White label is for retailers, subscription boxes, department stores, brands, and enterprise fragrance partners that need Sniffopotamus under their own brand.

What can be white-labelled

• Collection tracker.
• Gift Finder.
• Fuzzy search.
• Staff tablet mode.
• Brand dashboard.
• Share pages.
• MCP endpoint.
• Corpus-backed recommendations.

Enterprise onboarding

1. Confirm buyer type.
2. Define data sources and catalogue size.
3. Agree privacy boundaries.
4. Map products to corpus records.
5. Configure brand styling.
6. Set roles and permissions.
7. Set billing and SLA.
8. Run a pilot before wider launch.

Privacy thresholds

Enterprise dashboards should never expose individual user behaviour. Use minimum cohort sizes, aggregation, and suppression for small segments.

Pricing shape

• Setup fee.
• Monthly licence.
• Usage tier.
• Optional revenue share.
• Optional custom research.

Approval gates

White-label work touches auth, roles, billing, analytics, and data contracts. Production changes need explicit approval.