Refina: AI Product Advisor

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Guide product decisions with clear recommendations + why

Developed by Refina

About this app

Launched

2025-10-03

Screenshots

1 / 7

Catch hesitation on the product page beforfe they bounce

Help shoppers choose. Reduce buyer hesitation and increase conversions.

Products, collections

Key Features

Recovers sales lost to decision fatigue, hesitation, and choice overload
Shoppers ask in plain language — Refina answers with expert picks and reason why
Ranks products and explains the meaningful differences right on the product page
Works across any catalog — beauty, supplements, e-bikes, pet food, anything
Auto-syncs with your theme. No quiz to build, no manual tagging, no dev work

Insights & Metrics

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Date Range

Analytics

In our report, LetsMetrix will cover the following analytics on usage of the Refina: AI Product Advisor Shopify app.

Category Positions

Ranking of Refina: AI Product Advisor in best match categories of the Shopify App Store

Name	Position	Page

Upsell and bundles - Other	95 / 116 9	4
Search and navigation	282 / 328 12	12
Search and filters	158 / 240 20	7 1

Insight

AI-driven summary of Refina: AI Product Advisor category positioning

Market fluctuations observed across 3 mid-tier categories, with Search and filters slipping by 20 to reach #158.

Featured category

Search and filters

3 categories analyzed

Position

#158

Category Positional Changes

Weekly rank trend in best-match categories — markers highlight app updates.

Hide Data

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