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    AI Upsell, Cross-Sell & Bundle Recommendation Agent

    2

    Creates intelligent upsell, cross-sell, accessory, bundle, premium alternative, budget alternative, and product pairing recommendations that increase AOV responsibly.

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    You say

    Store/brand: FlexHome Fitness

    Industry/category: Fitness equipment

    Product currently viewed: Premium non-slip yoga mat, $90

    Cart contents: Premium non-slip yoga mat

    Cart value: $90

    Customer budget: Mid-range

    Customer segment: First-time customer

    Customer preferences: Beginner-friendly, home workout setup, practical accessories

    Purchase history: None available

    Current product attributes: Non-slip surface, premium material, standard thickness, home fitness, yoga, Pilates, stretching

    Available product catalog: Yoga Blocks Set $24 Yoga Strap $14 Mat Cleaning Spray $12 Extra-Thick Premium Yoga Mat $120 Standard Yoga Mat $45 Resistance Band Set $28 Weighted Vest $75 Foam Roller $32

    Inventory/stock status: All listed products are in stock

    Price ranges: Budget products under $50 Mid-range products $50-$100 Premium products over $100

    Margin or priority products: Yoga Blocks Set, Mat Cleaning Spray, Extra-Thick Premium Yoga Mat

    Discount rules: No discount available

    Shipping threshold: Free shipping over $120

    Need recommendation type: Upsell, cross-sell, bundle, budget alternative, premium alternative, JSON table

    Channel: Product page and cart drawer

    Tone: Friendly, practical, non-pushy

    Special constraints: Do not recommend advanced training products unless relevant. Do not use fake urgency.

    Your agent does

    === PRODUCT PAGE RECOMMENDATION SET ===

    Store/brand: FlexHome Fitness

    Viewed product: Premium non-slip yoga mat, $90

    Customer intent: The customer is likely interested in yoga, Pilates, stretching, home workouts, comfort, and stable floor support. Since this is a first-time customer with beginner-friendly preferences, recommendations should focus on practical setup completion rather than advanced training intensity.

    Primary upsell: Extra-Thick Premium Yoga Mat, $120

    Recommendation type: Premium alternative

    Why it fits: This upgrade is relevant if the customer wants more cushioning, extra comfort, or additional joint support during floor exercises.

    When to recommend: Recommend only if the customer values comfort, cushioning, or longer floor sessions.

    When not to recommend: Do not push this upgrade if the customer is price-sensitive or if the $90 mat already fits their needs.

    Customer-facing copy: Want extra cushioning for longer sessions? The extra-thick version adds more comfort while keeping the same home workout focus.

    Complementary cross-sells:

    1. Yoga Blocks Set, $24 Recommendation type: Cross-sell

    Why it fits: Yoga blocks are useful for beginners, stretching support, balance, and pose modification.

    Priority: High

    Customer-facing copy: Add yoga blocks to make stretches and poses easier to adjust as you build flexibility.

    1. Yoga Strap, $14 Recommendation type: Cross-sell

    Why it fits: A yoga strap supports stretching, mobility work, and beginner-friendly flexibility practice.

    Priority: High

    Customer-facing copy: A yoga strap helps you ease into deeper stretches without forcing range of motion.

    1. Mat Cleaning Spray, $12 Recommendation type: Optional add-on

    Why it fits: This is a practical maintenance product that helps the customer care for the mat after workouts.

    Priority: Medium

    Customer-facing copy: Keep your mat fresh between sessions with a simple cleaning spray.

    Bundle option: Home Yoga Starter Bundle

    Bundle type: Starter bundle

    Bundle products:

    • Premium non-slip yoga mat
    • Yoga Blocks Set
    • Yoga Strap
    • Mat Cleaning Spray

    Why this bundle works: The mat provides the workout surface, the blocks and strap support beginner-friendly movement, and the cleaning spray helps maintain the mat. The bundle feels like a complete home yoga setup, not a random set of add-ons.

    Bundle value story: Everything you need to start a comfortable home yoga routine: a stable mat, beginner-friendly support tools, and mat care.

    Cart drawer strategy: If the cart contains the $90 mat, show the Yoga Blocks Set first because it is useful, beginner-friendly, and brings the cart closer to the $120 free-shipping threshold. Then show the Yoga Strap as a low-friction add-on. Show Mat Cleaning Spray as an optional care item.

    Free-shipping threshold strategy: The current cart is $90. Free shipping starts at $120. Adding Yoga Blocks Set ($24) brings the cart to $114, still below the threshold. Adding Yoga Strap ($14) brings the cart to $128 and reaches free shipping. Present this only as a helpful value option, not pressure.

    Budget alternative: Standard Yoga Mat, $45

    Why it fits: This is a better option if the customer wants a lower-cost entry point and does not need the premium mat.

    Customer-facing copy: Looking for a lower-cost starter option? The standard yoga mat keeps the setup simple while reducing the total.

    Products to avoid:

    • Weighted Vest: not aligned with beginner-friendly yoga intent.
    • Resistance Band Set: useful for strength training, but not the first recommendation for a yoga mat unless the customer also wants resistance workouts.
    • Foam Roller: potentially relevant for recovery, but less directly connected than blocks, strap, and mat cleaner.

    Implementation notes:

    • Product page: show premium upgrade, blocks, strap, and starter bundle.
    • Cart drawer: show blocks first, then strap, then cleaning spray.
    • Checkout: show only one low-friction add-on, preferably Mat Cleaning Spray or Yoga Strap.
    • Post-purchase: recommend Foam Roller or Resistance Band Set only if the customer later shows interest in recovery or strength training.

    QA checks:

    • All recommended products are in stock.
    • No fake urgency is used.
    • Required vs optional products are clearly separated.
    • Advanced fitness products are excluded from the primary recommendation set.
    • Free-shipping threshold is explained accurately.

    === JSON RECOMMENDATION OUTPUT ===

    { "store_name": "FlexHome Fitness", "recommendation_context": { "industry": "fitness", "viewed_product": "Premium non-slip yoga mat", "cart_items": [ "Premium non-slip yoga mat" ], "cart_value": "$90", "customer_segment": "first_time", "budget": "mid-range", "channel": "product_page and cart_drawer", "known_preferences": [ "beginner-friendly", "home workout setup", "practical accessories" ] }, "recommendations": [ { "recommendation_type": "premium_alternative", "product_name": "Extra-Thick Premium Yoga Mat", "sku": "not provided", "price": "$120", "availability": "in_stock", "why_it_fits": "Relevant if the customer wants more cushioning, extra comfort, or additional joint support.", "compatibility_status": "not_applicable", "customer_benefit": "More comfort for longer floor sessions.", "commercial_goal": "increase_aov", "priority": "medium", "channel_placement": "product_page", "customer_facing_copy": "Want extra cushioning for longer sessions? The extra-thick version adds more comfort while keeping the same home workout focus.", "risk_note": "Do not push if the customer is price-sensitive." }, { "recommendation_type": "cross_sell", "product_name": "Yoga Blocks Set", "sku": "not provided", "price": "$24", "availability": "in_stock", "why_it_fits": "Useful for beginners, stretching support, balance, and pose modification.", "compatibility_status": "not_applicable", "customer_benefit": "Makes poses and stretches easier to adjust.", "commercial_goal": "increase_aov", "priority": "high", "channel_placement": "product_page and cart_drawer", "customer_facing_copy": "Add yoga blocks to make stretches and poses easier to adjust as you build flexibility.", "risk_note": "Recommended as useful support, not required." }, { "recommendation_type": "cross_sell", "product_name": "Yoga Strap", "sku": "not provided", "price": "$14", "availability": "in_stock", "why_it_fits": "Supports stretching, mobility work, and beginner-friendly flexibility practice.", "compatibility_status": "not_applicable", "customer_benefit": "Helps the customer ease into deeper stretches.", "commercial_goal": "increase_aov", "priority": "high", "channel_placement": "cart_drawer", "customer_facing_copy": "A yoga strap helps you ease into deeper stretches without forcing range of motion.", "risk_note": "Keep message practical and non-pushy." }, { "recommendation_type": "optional_add_on", "product_name": "Mat Cleaning Spray", "sku": "not provided", "price": "$12", "availability": "in_stock", "why_it_fits": "Practical maintenance product for keeping the mat fresh after use.", "compatibility_status": "not_applicable", "customer_benefit": "Helps care for the mat between workouts.", "commercial_goal": "improve_experience", "priority": "medium", "channel_placement": "checkout", "customer_facing_copy": "Keep your mat fresh between sessions with a simple cleaning spray.", "risk_note": "Optional add-on only." }, { "recommendation_type": "budget_alternative", "product_name": "Standard Yoga Mat", "sku": "not provided", "price": "$45", "availability": "in_stock", "why_it_fits": "Better option if the customer wants a lower-cost starter mat.", "compatibility_status": "not_applicable", "customer_benefit": "Reduces total cost while preserving the core need.", "commercial_goal": "improve_experience", "priority": "medium", "channel_placement": "live_chat or product comparison", "customer_facing_copy": "Looking for a lower-cost starter option? The standard yoga mat keeps the setup simple while reducing the total.", "risk_note": "Use only for price-sensitive customers." } ], "bundle": { "bundle_name": "Home Yoga Starter Bundle", "bundle_type": "starter", "products": [ "Premium non-slip yoga mat", "Yoga Blocks Set", "Yoga Strap", "Mat Cleaning Spray" ], "value_story": "Everything needed to start a comfortable home yoga routine: a stable mat, beginner-friendly support tools, and mat care.", "do_not_include": [ "Weighted Vest", "Advanced strength equipment" ] }, "excluded_recommendations": [ { "product_name": "Weighted Vest", "reason": "Not aligned with beginner-friendly yoga intent." }, { "product_name": "Resistance Band Set", "reason": "Useful for strength training, but not the first recommendation for a yoga mat unless the customer also wants resistance workouts." } ], "qa_checks": [ "All recommended products are in stock.", "No fake urgency is used.", "Required and optional products are clearly separated.", "Advanced fitness products are excluded from the primary recommendation set.", "Free-shipping threshold is explained accurately." ] }

    What you get

    Generate logical product bundles and starter kitsCreate cart drawer cross-sells based on compatibilityDevelop premium upgrade paths for product pagesBuild JSON-ready recommendation tables for developersDesign post-purchase offers that increase customer LTV

    About this skill

    AI Upsell, Cross-Sell & Product Bundle Agent helps e-commerce stores recommend smarter products based on the item being viewed, cart contents, customer budget, customer segment, preferences, product attributes, purchase history, inventory, price ranges, shipping thresholds, margin goals, and channel placement.

    The skill creates product page upsells, cart drawer cross-sells, checkout add-ons, post-purchase offers, routine bundles, starter kits, complete-the-look bundles, accessory bundles, refill bundles, gift bundles, compatibility bundles, budget alternatives, premium alternatives, customer-facing recommendation copy, merchandising playbooks, and JSON-ready recommendation tables.

    It is designed for fashion, beauty, electronics, IT, home decor, fitness equipment, pet products, lifestyle brands, Shopify stores, WooCommerce stores, Magento stores, DTC brands, marketplace sellers, conversion optimization teams, CRM teams, email marketing teams, conversational commerce workflows, and product merchandising teams.

    The agent helps stores increase average order value by recommending products that are genuinely useful, relevant, compatible, and easy to understand. It separates required accessories from optional add-ons, identifies meaningful premium upgrades, suggests lower-cost alternatives when customers are price-sensitive, and creates bundles that tell a clear value story.

    Instead of showing random “related products,” the skill builds a structured recommendation strategy based on customer intent, product logic, category behavior, budget fit, stock availability, compatibility, and commercial value.

    The skill is built to increase AOV responsibly without aggressive selling, irrelevant add-ons, fake urgency, misleading discounts, or trust-damaging recommendations.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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