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  1. Align Algorithms to Context: Choose “Frequently Bought Together” on product pages and “Popular Products” on homepages to match shopper mindset.
  2. Use Merchandising Overrides Sparingly: Apply “boost” or “pin” rules for strategic SKUs (new launches or clearance) but let AI handle the bulk of ranking for agility.
  3. Monitor & Iterate: Track click-through and add-to-cart rates per widget. Swap algorithms or adjust rule weights based on performance insights.
  4. Combine Static and Dynamic: Pair AI-generated lists with hand-picked hero SKUs in a single carousel to blend data-driven relevance with editorial curation.
  5. Schedule for Seasonal Campaigns: Use scheduled widgets to automatically surface holiday gift guides or limited-time collections without manual intervention.