Gift Idea Generator

Gift-giving is often stressful not because of a lack of options, but because of an overwhelming abundance of generic ones. The Gift Idea Generator is designed to cut through the noise of e-commerce algorithms. Unlike standard filters that just show you "Best Sellers," this tool uses a weighted tagging system to map a recipient's specific psychological profile (interests) against the social context (relationship) and financial reality (budget).

We have expanded the database to include specific, actionable items ranging from practical tech accessories to niche hobbyist gear. Whether you need a Secret Santa gift for a coworker under $25 or a sentimental anniversary present over $200, this logic engine prioritizes utility and thoughtfulness over novelty.

The generator utilizes a Multi-Vector Filtering Algorithm to score relevance:

• Phase 1: Hard Filtering. The system eliminates items that strictly violate the selected Relationship rules (e.g., removing "Lingerie" if the recipient is "Colleague") and Budget constraints.
• Phase 2: Interest Scoring. Items are tagged with metadata (e.g., ["tech", "travel", "minimalist"]). The user's selected inputs act as a query vector. Items with higher tag overlap receive a higher sorting score.
• Phase 3: Variety Injection. To prevent the same "Top 3" items from appearing every time, a Fisher-Yates shuffle is applied to the top 20% of qualified results before display.