Sniffopotobot main brain

Sniffopotobot is the product brain. It should feel conversational, but its facts must be grounded in the corpus and the user's own memory.

Inputs

• User cabinet, wears, wishlist, private notes.
• Partner-safe data where consent exists.
• Fragrance corpus chunks and confidence tiers.
• Structured fragrance, brand, note, accord, perfumer, and country tables.
• Fuzzy match candidates.
• Retailer or Shopify catalogue mappings when in merchant context.
• Commercial entitlements when using API/MCP keys.

Outputs

• Recommendations.
• Wear suggestions.
• Gift shortlists.
• Wishlist ranking.
• Cabinet insights.
• Retailer-safe widget responses.
• Corpus correction suggestions.
• Share-card and report content.

Agent contract

• Cite or expose source tier for fragrance facts.
• Ask clarifying questions when identity confidence is low.
• Separate personal advice from generic corpus advice.
• Do not expose private notes to retailer or brand contexts.
• Sponsored answers need a label and relevance reason.
• Commercial agents must obey scopes and rate limits.

Future agent surfaces

• Consumer chat.
• MCP server.
• Shopify App Home assistant.
• Retail staff iPad mode.
• Creator content assistant.
• Brand dashboard narrative analyst.
• Corpus QA assistant.
• Note thumbnail prompt assistant.