Sidekick: Configure Smart Product Recommendations

Help me set up AI-personalized product recommendations across product pages, homepage, collection pages, and cart, without custom theme code:

Store name: [YOUR STORE NAME]
Budget: [BUDGET]
Priority: [PRIORITY - e.g. purchase-history personalization / margin-weighted recommendations / real-time refresh speed / multi-placement coverage]
Fallback collection (when no personalized data exists): [FALLBACK COLLECTION]

Do the following:


  App comparison - Compare 2-3 top Shopify App Store apps for AI/ML-personalized product recommendations (e.g. Rebuy Personalization Engine, LimeSpot Personalizer, Nosto). For each, list pricing tier and feature coverage: signals used (purchase history, browsing behavior, product tags/vendor/type), placement coverage (product page, homepage, collection page, cart), refresh frequency, and margin-weighted ranking.
  Recommendation - Recommend the top pick given my [BUDGET] and [PRIORITY].
  Install - Initiate installation of the recommended app from the Shopify App Store.
  Confirm & next steps - Confirm the install completed and summarize what to configure inside that app: primary signal ([purchase history/browsing behavior/manual curation]) and secondary signal ([product tags/same vendor/same product type/price range]), fallback to “[FALLBACK COLLECTION]” bestsellers, [NUMBER] products per section, section titles for product page “[PRODUCT PAGE TITLE]” / homepage “[HOMEPAGE TITLE]” / cart “[CART TITLE]”, and excluding repeat-purchases within [DAYS] days.


Note: recommendation refresh cadence (every [HOURS] hours), out-of-stock exclusion, and click-through/conversion tracking per placement are configured inside the installed app’s own dashboard, not in Shopify admin theme code.