AI Beauty & Skincare Product Matchmaker Agent

=== CATALOG-BASED BEAUTY PRODUCT MATCHING ===

Store/brand
GlowLine Beauty

Customer profile
Sensitive skin, hydration and barrier support goal, beginner routine level, mid-range budget, fragrance-free preference, avoids fragrance and retinol, dry winter climate, occasional makeup use.

Filtering logic
Prioritize gentle, fragrance-free, barrier-supportive products. Exclude retinol products and any product with fragrance if identified. Keep the routine simple because the customer is a beginner and reports sensitivity.

Eligible products

• Fragrance-Free Moisturizer C
• Mineral Sunscreen F, if suitable for sensitive skin and fragrance-free
• Gel Cleanser A, only if confirmed fragrance-free and non-stripping

Rejected products

• Retinol Cream E: excluded because the customer avoids retinol and has sensitive skin.
• Rich Cream B: needs ingredient verification. Exclude if fragranced.
• Brightening Serum D: not a first-priority product for a sensitive beginner focused on barrier support.

Missing catalog data

• full ingredient lists
• price for each product
• stock status
• fragrance status for Gel Cleanser A
• fragrance status for Mineral Sunscreen F
• sunscreen SPF and filter type
• whether Rich Cream B contains fragrance
• whether Fragrance-Free Moisturizer C contains ceramides, glycerin, or panthenol

Final recommendation
Sensitive Skin Barrier Starter Kit

Core products

1. Gel Cleanser A
   Use only if confirmed fragrance-free and gentle. This product would serve as the evening cleanser and optional morning cleanser.

2. Fragrance-Free Moisturizer C
   This is the core moisturizer for barrier support and daily comfort. It best matches the customer’s fragrance-free preference.

3. Mineral Sunscreen F
   This is the morning protection step. Recommend only if the formula is suitable for sensitive skin and does not conflict with the customer’s preferences.

Morning routine

1. Rinse with water or use Gel Cleanser A if needed.
2. Apply Fragrance-Free Moisturizer C.
3. Apply Mineral Sunscreen F as the final morning step.

Evening routine

1. Cleanse with Gel Cleanser A.
2. Apply Fragrance-Free Moisturizer C.

How to introduce products
Introduce one new product at a time. Start with the moisturizer first, then add sunscreen, then confirm whether the cleanser is comfortable. Patch test each new product before regular use.

What not to add yet
Do not add retinol, exfoliating acids, strong brightening serums, fragrance-heavy products, or multiple new active products at once.

Bundle value story
This starter kit gives the customer a simple, fragrance-free routine focused on cleansing, moisturizing, and daytime protection without overwhelming sensitive skin.

Cross-sell opportunity
After the customer uses the starter kit comfortably, recommend a gentle hydrating serum only if the catalog includes a fragrance-free option with barrier-supportive ingredients.

Professional care note
If the customer experiences burning, swelling, open skin, severe redness, persistent rash, or signs of an allergic reaction, recommend stopping the product and consulting a qualified healthcare professional or dermatologist.

JSON-ready recommendation table

{
  "store_name": "GlowLine Beauty",
  "customer_profile": {
    "skin_type": "sensitive",

"primary_goal": "hydration and barrier support",

    "budget": "mid-range",
    "routine_level": "beginner",
    "preferences": [
      "fragrance-free",
      "lightweight but comforting texture"
    ],
    "avoided_ingredients": [
      "fragrance",
      "retinol"
    ],
    "current_routine": [
      "basic cleanser at night"
    ]
  },
  "recommendations": [
    {
      "product_name": "Fragrance-Free Moisturizer C",
      "sku": "not provided",
      "category": "moisturizer",
      "price": "not provided",
      "availability": "unknown",
      "routine_step": "moisturize",
      "time_of_day": "morning and evening",

  "why_it_fits": "Best match for the customer's fragrance-free preference and barrier-support goal.",

      "usage_frequency": "daily",
      "ingredients_to_note": [
        "verify ceramides",
        "verify glycerin",
        "verify panthenol"
      ],

  "cautions": "Patch test before regular use.",

      "bundle_role": "core",
      "priority": "high"
    },
    {
      "product_name": "Mineral Sunscreen F",
      "sku": "not provided",
      "category": "sunscreen",
      "price": "not provided",
      "availability": "unknown",
      "routine_step": "protect",
      "time_of_day": "morning",

  "why_it_fits": "Adds daytime protection to the routine and supports a complete morning skincare routine.",
  "usage_frequency": "daily in the morning",

      "ingredients_to_note": [
        "verify SPF",
        "verify fragrance-free status",
        "verify sensitive skin suitability"
      ],

  "cautions": "Do not recommend as primary pick until fragrance status and SPF details are confirmed.",

      "bundle_role": "core",
      "priority": "medium"
    },
    {
      "product_name": "Gel Cleanser A",
      "sku": "not provided",
      "category": "cleanser",
      "price": "not provided",
      "availability": "unknown",
      "routine_step": "cleanse",
      "time_of_day": "evening",

  "why_it_fits": "Could support a simple cleansing step if the formula is gentle and fragrance-free.",
  "usage_frequency": "daily evening use if tolerated",

      "ingredients_to_note": [
        "verify fragrance-free status",
        "verify non-stripping formula"
      ],

  "cautions": "Exclude if fragranced or drying.",

      "bundle_role": "core",
      "priority": "medium"
    }
  ],
  "excluded_products": [
    {
      "product_name": "Retinol Cream E",
      "sku": "not provided",

  "reason": "Excluded because the customer avoids retinol and has sensitive skin."

    },
    {
      "product_name": "Brightening Serum D",
      "sku": "not provided",

  "reason": "Not recommended as a first step because the customer is a sensitive-skin beginner focused on barrier support."

    }
  ],
  "bundle": {

"bundle_name": "Sensitive Skin Barrier Starter Kit",

    "bundle_type": "starter",
    "products": [

  "Gel Cleanser A, if verified fragrance-free",
  "Fragrance-Free Moisturizer C",
  "Mineral Sunscreen F, if verified fragrance-free and suitable"
],
"value_story": "A simple fragrance-free routine focused on cleansing, moisturizing, and daytime protection."

  },
  "missing_data": [
    "full ingredient lists",
    "product prices",
    "stock status",

"fragrance status for Gel Cleanser A",
"fragrance status for Mineral Sunscreen F",
"SPF details",
"sensitive skin suitability notes"

],
"professional_care_note": "For severe, persistent, painful, infected, allergic, or medically concerning skin symptoms, consult a qualified healthcare professional or dermatologist."
}