a-b-test-design
FreeDesign rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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Generate SEO-optimized competitor comparison and alternatives pages. Covers "X vs Y" layouts, "alternatives to X" pages, feature matrices, schema markup, and conversion optimization. Use when user says "comparison page", "vs page", "alternatives page", "competitor comparison", "X vs Y", "versus", "compare competitors", or "alternative to".
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Create high-converting comparison and alternatives pages that target competitive intent keywords with accurate, structured content.
[Product A] vs [Product B][Product] alternatives, best alternatives to [Product]best [category] tools [year], top [category] software[category] comparison, [category] comparison chart| Feature | Your Product | Competitor A | Competitor B |
|------------------|:------------:|:------------:|:------------:|
| Feature 1 | ✅ | ✅ | ❌ |
| Feature 2 | ✅ | ⚠️ Partial | ✅ |
| Feature 3 | ✅ | ❌ | ❌ |
| Pricing (from) | $X/mo | $Y/mo | $Z/mo |
| Free Tier | ✅ | ❌ | ✅ |
{
"@context": "https://schema.org",
"@type": "Product",
"name": "[Product Name]",
"description": "[Product Description]",
"brand": {
"@type": "Brand",
"name": "[Brand Name]"
},
"aggregateRating": {
"@type": "AggregateRating",
"ratingValue": "[Rating]",
"reviewCount": "[Count]",
"bestRating": "5",
"worstRating": "1"
}
}
{
"@context": "https://schema.org",
"@type": "SoftwareApplication",
"name": "[Software Name]",
"applicationCategory": "[Category]",
"operatingSystem": "[OS]",
"offers": {
"@type": "Offer",
"price": "[Price]",
"priceCurrency": "USD"
}
}
{
"@context": "https://schema.org",
"@type": "ItemList",
"name": "Best [Category] Tools [Year]",
"itemListOrder": "https://schema.org/ItemListOrderDescending",
"numberOfItems": "[Count]",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "[Product Name]",
"url": "[Product URL]"
}
]
}
| Pattern | Example | Search Volume Signal |
|---|---|---|
[A] vs [B] | "Slack vs Teams" | High |
[A] alternative | "Figma alternatives" | High |
[A] alternatives [year] | "Notion alternatives 2026" | High |
best [category] tools | "best project management tools" | High |
[A] vs [B] for [use case] | "AWS vs Azure for startups" | Medium |
[A] review [year] | "Monday.com review 2026" | Medium |
[A] vs [B] pricing | "HubSpot vs Salesforce pricing" | Medium |
is [A] better than [B] | "is Notion better than Confluence" | Medium |
[A] vs [B]: [Key Differentiator] ([Year])[N] Best [A] Alternatives in [Year] (Free & Paid)[N] Best [Category] Tools in [Year], Compared & RankedCOMPARISON-PAGE.md: Ready-to-implement page structure with sectionscomparison-schema.json: Product/SoftwareApplication/ItemList JSON-LD| Scenario | Action |
|---|---|
| Competitor URL unreachable | Report which competitor URLs failed. Proceed with available data and note gaps in the comparison. |
| Insufficient competitor data (pricing, features unavailable) | Flag missing data points clearly. Use "Not publicly available" in comparison tables rather than guessing. |
| No product/service overlap found | Report that the products serve different markets. Suggest alternative competitors that share feature overlap, or pivot to a category roundup format. |
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Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program," or "experiment playbook." Use this whenever someone is comparing two approaches and wants to measure which performs better, or when they want to build a systematic experimentation practice. For tracking implementation, see analytics. For page-level conversion optimization, see cro.
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Format CVs for academic positions with publications, grants, and teaching
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Conduct a comprehensive accessibility audit against WCAG guidelines with severity ratings and remediation steps.
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Create accessibility testing plans covering assistive technologies and WCAG criteria.
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When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see ads. For landing page copy, see copywriting.
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