RankFlo
A rule-based collection merchandising app for Shopify that uses multi-factor scoring and A/B testing to optimize product placement.
What is RankFlo?
RankFlo gives Shopify merchants transparent, rule-based control over how products are ordered in their collections. Instead of relying on black-box algorithms, merchants define ranking rules based on real business metrics like sales velocity, margins, and conversion rates.
Key Features
Multi-Factor Scoring — Rank products using sales velocity, profit margins, page views, conversion rates, and inventory levels.
Boost Controls — Promote specific products, tags, or vendors to the top of collections.
Ranking Preview — See explainable scores before applying changes so you know exactly why products are ranked where they are.
A/B Testing — Split traffic automatically between different product arrangements and measure which converts better.
Scheduled Re-ranking — Automate ranking updates on a schedule so collections stay fresh without manual work.
Diversity Controls — Prevent product repetition to keep collections varied and interesting for shoppers.
Analytics Dashboard — Track revenue contribution and rule effectiveness to refine your strategy.
Search Result Re-ranking — Optimize search results ordering alongside collections.
How It Works
- Define ranking rules based on the metrics that matter to your business
- Preview scores to understand how products will be ordered
- Optionally run A/B tests to compare arrangements
- Let the system re-rank automatically on your schedule
- Monitor performance through the analytics dashboard
Who It’s For
Shopify merchants who want data-driven control over product discovery. Whether you’re a small store testing your first merchandising strategy or a high-traffic brand optimizing for maximum revenue, RankFlo provides the tools to make informed decisions about product placement.