ab-test-plan
FreePlan an A/B test by script: sample size per variant, days to run, stopping rules. "how many visitors per variant"
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Audit image SEO on a page: alt text, weight, formats, srcset, lazy loading, CLS. "audit our image SEO"
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Perform a dedicated image optimization audit that evaluates all images on a page or site for SEO, performance, and accessibility. Produces a prioritized optimization list sorted by file size impact.
<img>, <picture>, CSS background-image, and <source> elements.<picture> element with format fallbacks. Note: JPEG XL restored in Chromium (Nov 2025) but not yet in Chrome stable — monitor, don't recommend yet.srcset and sizes attributes, appropriate resolution for device pixel ratios.loading="lazy" on below-fold images. Flag loading="lazy" on above-fold/hero images (directly harms LCP).fetchpriority="high" on LCP/hero images. Check for decoding="async" on non-LCP images.width and height attributes or aspect-ratio CSS on all <img> elements. Flag images without dimensions.<picture>
<source srcset="image.avif" type="image/avif">
<source srcset="image.webp" type="image/webp">
<img src="image.jpg" alt="Descriptive alt text" width="800" height="600" loading="lazy" decoding="async">
</picture>
<img src="hero.webp" fetchpriority="high" alt="Hero image description" width="1200" height="630">
Do NOT lazy-load above-fold/LCP images. Do NOT add decoding="async" to LCP images.
| Metric | Status | Count |
|---|---|---|
| Total Images | — | XX |
| Missing Alt Text | issues | XX |
| Oversized (>200KB) | issues | XX |
| Wrong Format (not WebP/AVIF) | issues | XX |
| No Dimensions (CLS risk) | issues | XX |
| Not Lazy Loaded (below-fold) | issues | XX |
| No fetchpriority on LCP | issues | XX |
Sorted by estimated file size savings (largest first):
| Image | Current Size | Format | Issues | Est. Savings |
|---|---|---|---|---|
| hero.jpg | 450KB | JPEG | No WebP, no fetchpriority | ~300KB |
| ... | ... | ... | ... | ... |
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Plan an A/B test by script: sample size per variant, days to run, stopping rules. "how many visitors per variant"
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Write ad copy variants to each platform's specs, policy-checked and in brand voice. "write ad copy for Meta"
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Add a custom MCP integration: scaffold the server, write .mcp.json, test it. "add a new MCP server"
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Run a one-time AEO audit of six AI answer engines, scored per surface. "check our AI search visibility"
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Plan AEO/GEO strategy to get cited by AI: content, entities, schema, 90-day plan. "how do we get cited by AI"
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Build the agency dashboard across all client brands: health, pacing, risk. "how are all our clients doing"
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