Marketing Atlas
한국어
% Conversion optimization

AI creative variant testing

AI 소재 변형 실험

Compare AI-produced creative variants against the same goal and assignment rule.

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html
<div class="creative-test"><div class="creative-head">ONE OFFER <span>THREE VARIANTS</span></div><div class="creative-grid"><div class="creative-card"><div class="creative-art one">A</div><b>Clear price</b><i><em style="--score:60%"></em></i><small>6.0% DONE</small></div><div class="creative-card"><div class="creative-art two">B</div><b>Fast setup</b><i><em style="--score:78%"></em></i><small>7.8% DONE</small></div><div class="creative-card"><div class="creative-art three">C</div><b>Easy return</b><i><em style="--score:66%"></em></i><small>6.6% DONE</small></div></div></div>
css
.creative-test{width:min(90%,575px);font:700 clamp(10px,3.2vmin,14px)/1.1 sans-serif}.creative-head{display:flex;justify-content:space-between;margin-bottom:clamp(6px,1.4vmin,12px)}.creative-head span{color:var(--accent)}.creative-grid{display:grid;grid-template-columns:repeat(3,1fr);gap:clamp(4px,1.4vmin,12px)}.creative-card{border:1px solid var(--line);padding:clamp(4px,1vmin,9px);min-width:0;transition:border-color .3s}.creative-card.winner{border-color:var(--accent);box-shadow:inset 0 -3px var(--accent)}.creative-art{height:clamp(28px,8vmin,65px);display:grid;place-items:center;font-size:clamp(13px,4vmin,24px);font-weight:900;color:var(--fg)}.creative-art.one{background:linear-gradient(120deg,var(--line) 50%,var(--surface) 50%)}.creative-art.two{background:repeating-linear-gradient(90deg,var(--surface) 0 12px,var(--line) 12px 24px)}.creative-art.three{background:radial-gradient(circle,var(--surface) 30%,var(--line) 31%)}.creative-card b,.creative-card small{display:block;margin-top:4px;white-space:nowrap}.creative-card small{color:var(--accent);font-size:clamp(10px,3.2vmin,12px)}.creative-card i{display:block;background:var(--line);height:clamp(5px,1.5vmin,10px);margin-top:5px}.creative-card em{display:block;background:var(--accent);height:100%;width:var(--score);transform-origin:left;animation:creativebar 2.5s infinite alternate}@keyframes creativebar{from{transform:scaleX(.4)}to{transform:scaleX(1)}}
js
const cards=[...document.querySelectorAll('.creative-card')];let focus=1;function draw(){cards.forEach((card,index)=>card.classList.toggle('winner',index===focus));focus=(focus+1)%3}draw();setInterval(draw,2900);
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A/B testingA/B 테스트

Randomly assign two versions to compare their effect on conversion.

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Value proposition test가치 제안 테스트

Test which benefit leads for each audience segment.

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AI experiment summaryAI 실험 결과 요약

Turn an experiment goal and key metrics into a readable decision note.

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Experiment knowledge graph실험 지식 그래프

Trace connections among experiments, gates, code paths, and conversion metrics.

AI creative variant testing generates multiple copy, image, or video versions from one offer and validates their results. In 2026, Google announced a workflow linking asset generation to one-click A/B testing, with some features then rolling out.

The demo compares three fictional creative concepts on the same completion measure. In a real test, keep targeting, exposure, and goal consistent, and record the changed variable.

Easy generation can produce too many near-duplicates. Judge outcomes such as purchases or signups, not just attention-grabbing clicks, and retain quality guardrails.

When to use

Use it to choose which AI-produced creative variation contributes to real conversion.

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