Gift Hunter: An AI Agent That Finds Gifts They’ll Actually Want

Description and use

Gift Hunter uses Gemma to generate personalized gift ideas and SerpApi to search real products that fit the budget and interests.

Problem

Gift searches often return a pile of products before helping you decide what would actually feel personal.

Outcome

Gift Hunter provides structured, personalized gift ideas and live product listings, improving the gift‑search experience by reducing irrelevant results and ensuring budget compliance.

Workflow

• Collect recipient brief (interests, clues, budget, occasion)
• Send brief to Gemma via Google AI Studio to generate eight gift directions in JSON
• Validate and repair JSON if needed
• Prioritize three highest‑priority directions
• Pass directions to SerpApi for Google Shopping search
• Filter results by parsed USD budget and matching interests
• Display directions and product picks to user

Evidence

Gift searches often return a pile of products before helping you decide what would actually feel personal.

Source

It generates eight distinct, personalized gift directions spanning different kinds of gifts, explains exactly why each idea might fit them, and even suggests a personal finishing touch.

Source

Then, it goes a step further: it dynamically searches Google Shopping for the top three strongest ideas, returning real, verifiable listings that are strictly filtered by the user's maximum USD budget and relevance to the recipient's interests.

Source