Features Strategy Lab A/B testing

Strategy Lab A/B testing

Run two sorting strategies on live traffic and keep the one that makes money. See which merchandising logic shoppers validate before rolling it out.

The problem The team is debating which sort works.
The outcome Choose the strategy live shoppers validate.
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A prettier grid is not a result

Merchandising opinions are cheap. Two strategies on live traffic are not. The Strategy Lab lets you A/B test sorting logic on a collection and keep the variant that actually lifts revenue — instead of arguing in Slack about whether “newness” or “margin” belongs on page one.

A test turns a merchandising conversation into a decision. Compare the strategy you use today with a newness, margin, or inventory hypothesis, then let live shopper behavior settle the question.

What you are testing

You are not testing button colors. You are testing merchandising hypotheses:

  • 7-day revenue vs all-time bestsellers
  • Margin-first vs volume-first
  • New arrivals for 7 days vs 21 days
  • An AI-generated strategy vs the one a merchandiser built by hand

Pair the lab with collection analytics so you see CTR, conversion, and visibility waste — not only a winner badge.

Why this belongs next to the sorter

A rule engine that cannot test is a very confident guess. SortWise keeps sorting, measurement, and experiments in one collection workflow so the team that owns the grid can close the loop without stitching together separate tools.

Built into the merchandising loop

Use the signal. Keep the control. Learn from the result.

Every SortWise feature connects the data your store already has to a decision your team can understand, adjust, and repeat.

Read the signal

Live shopper behavior, collection CTR, conversion, and revenue.

Keep the control

Compare two strategies, then keep the one the data supports.

Review the result

A merchandising decision with evidence behind it.

Get Started Today!

SortWise Collection Sort is a Shopify app that uses rule-based sorting, AI-driven insights, and hourly updates to consistently surface relevant, high-performing products while freeing up hours of manual work.