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Shopify conversion experiments, reengineered

Stop guessing what converts. Build the next test.

Reforge AI gives Shopify teams a tighter workflow for behavior-aware targeting, rapid variant creation, governed experiments, and revenue-led learning.

Start your experiment queueSee the workflow
  • Behavior-aware audience targeting
  • AI-generated variants in your brand voice
  • Clear review and experiment ownership
app.reforge.ai / experiments

Experiment / 07

Return-visitor product page

IN REVIEW

Audience

Returning

Product viewers

Primary signal

Revenue

Per visitor

Brand-trained draft

“Show returning shoppers the proof point that matches the collection they viewed.”

Variant AVariant BAwaiting owner

The problem

More ideas are not the answer. Better decisions are.

Target

See the moment

Build tests around what a shopper actually did—not a generic segment.

Create

Move past the blank page

Turn context into focused copy and merchandising directions your team can evaluate.

Learn

Keep the evidence

Make the outcome, rationale, and next decision visible to the people running growth.

A tighter operating system

From signal to a governed experiment.

Reforge AI is designed to make experimentation legible, reviewable, and easier to repeat.

01

Find the friction

Start with a Shopify journey worth improving: a returning visitor, abandoned cart, or high-intent product view.

02

Generate the angle

Give the assistant your context and guardrails. It drafts focused on-site variants for review—not vague ideas.

03

Govern the release

Choose owners, set the audience, and keep a record of what changed before an experiment moves forward.

04

Read the revenue signal

Connect each decision back to the experiment it came from so the team can learn from the outcome.

Experiment governance

Your team stays in the loop.

Audience definition

Returning / high intent

Ready

Brand context

Fall collection voice

Attached

Launch review

Growth owner

Required

No results to report yet—start with a test worth learning from.

Better than a black box

The assistant should sharpen your judgment, not replace it.

Reforge AI keeps brand context, experiment decisions, and ownership close to the work—so your growth team can move fast without losing the thread.

Build your first experiment

Reengineer. Fix. Improve.

Make your next Shopify experiment easier to trust.

A future-ready workspace for teams that want a disciplined path from shopper behavior to better conversion decisions.

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