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A/B test design

Test ideas worth testing, designed to win.

I design A/B tests that start from research, change something visitors will notice, and come with a written hypothesis, so you learn either way. Most tests lose because the idea was weak or the change too small to see.

Since 2020
Designing A/B tests
Agency, in-house and freelance
1
Hypothesis per test
Clear and measurable
ICE
Prioritized roadmap
Impact, confidence, ease

Short answer

What is A/B test design?

A/B test design turns research into tests worth running: a written hypothesis for each change, a high-fidelity variant for desktop and mobile, and a roadmap that runs the highest-impact ideas first.

Quick facts
Best for
Teams with a testing tool but few good ideas, or tests that keep coming back flat
You get
Research-backed ideas, written hypotheses, variants, an ICE-ranked roadmap and readouts
Experience
Designing A/B tests since 2020, starting at the testing agency Spiralyze
Tools
VWO, Convert, Optimizely, AB Tasty, Shopify apps or your own setup
Proof
16 A/B-tested redesigns, from +8,1% conversion rate to +57,3% leads
Price
A fixed quote after a short call, before any work starts

Who it's for

Who is A/B test design for?

  • Teams with a testing tool but a thin pipeline of ideas
  • Growth teams whose tests keep coming back flat
  • Agencies that need test variants designed quickly and well

What's included

What's included in A/B test design?

I've planned and designed A/B tests at Spiralyze, a testing agency for B2B and SaaS brands, in-house and for freelance clients, so I know which ideas are worth your traffic.

I design bold variants. A new button color rarely teaches you anything. A new way of framing the offer often does.

  • Research-backed ideasTest ideas tied to a finding in your data, recordings or reviews.
  • Written hypothesesBecause we see X, we believe changing Y will cause Z, measured by M.
  • High-fidelity variantsDesktop and mobile designs, ready for your developer or testing tool.
  • Prioritized roadmapIdeas scored by impact, confidence and ease, so the best ones run first.
  • ReadoutsWhat won, by how much, what it's worth in revenue and what to test next.

How it works

How does it work, from call to handoff?

  1. Find the leak

    Analytics, recordings, heatmaps and reviews, to see where visitors and money drop off.

  2. Plan the fix

    A written hypothesis for each change, prioritized by expected impact, agreed with you.

  3. Design it

    Wireframe, copy and high-fidelity design for desktop and mobile, ready to build.

  4. Test and learn

    An A/B test or a before-and-after comparison, read in conversion rate and revenue.

FAQ

Questions about a/b test design.

Which testing tools do you work with?

Whatever you use: VWO, Convert, Optimizely, AB Tasty, Shopify apps, or your own setup. I deliver designs your developer can build into variants.

How much traffic do I need?

Enough to reach a reliable result in a few weeks. If you're below that, we make bigger changes and compare before and after instead.

Can you run the whole program?

Yes. I can own the research, ideas, design, test setup and readouts, and bring in your developer when a variant needs custom code.

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Let's talk

Let's find out why your visitors aren't buying.

Send me the page. On the call I'll tell you what I'd fix first, what it could move, and whether I'm the right person for it.

Book a call