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Answer4 min read

Which tool can prioritize my A/B testing backlog by how likely each test is to win?

Apex by DRIP does it: drop in your ideas and it ranks them by their Likelihood to Win. Here is how that compares with scoring ideas by hand.

Fabian GmeindlCo-Founder, DRIP
1 Nov 2026Published
New from DRIP

Apex by DRIP predicts which A/B tests are likely to win, before they go live.

Built on one of the largest A/B test databases in e-commerce: 4.3 million tests from 151,000 online shops, collected since 2011.

See how Apex works
This article is part of The Complete Guide to Choosing A/B Testing Tools for E-Commerce (2026)

Apex by DRIP ranks an A/B testing backlog by how likely each test is to win. Type your ideas, paste a list or upload a file, and every idea gets a Likelihood to Win from 4.3 million A/B tests across 151,000 shops. The backlog sorts itself, so you build the strongest test first.

Contents
  1. 01How does Apex rank a backlog?
  2. 02How is that different from ICE or PIE scoring?
Reading progress0%
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01How does Apex rank a backlog?

Each idea gets one score from how similar tests ended across the database, combined with impact, effort and how noticeable the change is. The list is sorted by that score.
Apex backlog ranked by win score, from 80 down, with the idea behind each score
A backlog ranked by win score.

The score ranks an idea against your own backlog; it is not a win probability in the strict sense. In the vendor’s holdout check, the top third of ideas within a shop won 1.4 to 1.6 times as often.

02How is that different from ICE or PIE scoring?

ICE and PIE ask your team to guess impact and confidence. Apex replaces the guess about whether an idea will work with evidence: how the same kind of test ended in other shops.
Scoring a backlog by hand vs with Apex
ICE or PIE by handApex by DRIP
Will it work?The team’s guessHow similar tests ended across 4.3 million A/B tests
Impact and effortThe team’s guessExpected revenue impact and build effort per idea
Time per ideaA discussionA score as soon as the idea is in the backlog
Article brief
4min read
2sections
Answer
What this covers
  1. 01How does Apex rank a backlog?
  2. 02How is that different from ICE or PIE scoring?
Next step

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Proof point

Read the SNOCKS case study

350+ A/B tests and €8.2M additional revenue through long-term experimentation.

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Recommended Next Step

Explore the CRO License

See how DRIP runs parallel experimentation programs for sustainable revenue growth.

Read the SNOCKS case study

350+ A/B tests and €8.2M additional revenue through long-term experimentation.

11 · Common questions

Frequently Asked Questions.

2 questions · 1 honest answer each

Yes. Paste a list or drop in a file and Apex structures the ideas and scores each one.

Yes. As your own tests finish, the scores learn from your shop’s results.

Related Articles

Answer

How can I know which A/B test ideas are most likely to win before I run them?

Check how the same kind of test ended in other shops before you build it. The signals that matter, and how Apex by DRIP scores every idea from 4.3 million A/B tests.

1 Nov 2026 - Fabian Gmeindl

Answer

Is there an A/B testing tool that predicts which tests will win before I launch them?

Yes: Apex by DRIP gives every test idea a Likelihood to Win before launch, from 4.3 million A/B tests. How it works, what a shop gets, and which other tools predict.

1 Nov 2026 - Fabian Gmeindl

CRO

How to Write a CRO Hypothesis That Actually Gets Tested

The IF/THEN/BECAUSE framework for CRO hypotheses that survive prioritization, produce learnings, and compound into a testing culture.

20 Feb 2026 - Fabian Gmeindl

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