One page and a clear test idea
The current page, baseline performance, buyer question, campaign angle, approved proof, and the single change you want to evaluate.
Testing and iteration
Create landing-page variants with an AI agent
Build meaningful page options for different offers, campaign angles, or buyer questions, then let your team choose what to test.
Lexsis MCP
A practical workflow your team can follow.
Each step has a clear owner and a clear output. The agent helps with the page work; the team remains responsible for the offer, proof, tracking, checkout, and release decision.
- 1
Name the decision
Choose one question: offer, headline, proof order, product education, page length, or call to action.
- 2
Set the baseline
Provide the current page, campaign, traffic source, approved facts, and the metric your team will use.
- 3
Create meaningful variants
Ask the agent to build versions with a clear strategic difference while keeping brand and product facts consistent.
- 4
Run and read the test
Your team sets traffic allocation, success criteria, test length, and the decision to keep or remove a version.
Bring the inputs that make the page specific.
Better context produces a more useful page. Keep every product fact, offer rule, review, image, and reference tied to an approved source.
- Current page or baseline version
- Campaign and traffic source
- Buyer question or test idea
- Approved product and offer facts
- Brand rules that should not change
- Primary and guardrail metrics
- Traffic allocation
- Test owner and release decision
Use a prompt that describes the buyer journey.
Name the campaign, product, offer, audience, approved proof, reference material, desired page, and what your team must check before launch.
See an agent setup exampleSuggested prompt
Create three Shopify landing-page variants from this baseline page. Each version should test one clear idea: the offer framing, the order of proof, or the product education. Keep the product facts, price, eligibility, brand rules, checkout path, and tracking requirements consistent. Explain the reason for each version and do not launch a test until I approve the traffic allocation and success metric.Know what the workflow should produce.
The useful output is more than a page. Your team should also get the plan behind it and a clear list of launch checks.
Test plan
The buyer question, hypothesis, metric, guardrails, traffic allocation, and decision rule.
Page variants
Distinct versions built around meaningful differences rather than random copy changes.
Result summary
A clear read of the observed results, caveats, and the release decision your team controls.
Before launch, confirm product claims, price and offer rules, mobile layout, accessibility, links, cart, checkout, pixels, consent, attribution, and analytics.
Questions about this Shopify page workflow.
Inputs, team control, publishing, testing, and what to check before launch.
4 practical answersTry this workflow on one real campaign.
Bring the offer, product, creative, brand rules, and page your team wants to create.