AI search audit

whichbrewforyou.com

https://www.whichbrewforyou.com/

SEO68

AEO36

GEO48

Your brand is invisible to AI search

I don't have reliable information about whichbrewforyou.com in my training data. Without access to current information about this specific domain, I cannot accurately describe what it is known for.

— What ChatGPT-class models say about whichbrewforyou.com, right now

SEO

2 issues

Title tag

Title is only 18 characters: "Which Brew For You". Too short to convey meaning to search engines.

critical

Fix: Rewrite the title to be 50–60 characters and include the primary keyword near the start.

Copy-paste fixExpand

Find Your Perfect Brew: Expert Guides & Reviews

Meta description

The page has no meta description.

major

Fix: Add a 120–160 character meta description summarizing the page and ending with a call to action.

Copy-paste fixExpand

Discover the perfect brew for your taste. Expert guides to craft beers, coffee, kombucha, and more. Find your favorite drink today.

H1 heading

Single <h1>: "WhichBrewForYou".

minor

Heading hierarchy

Heading levels descend logically.

minor

Canonical tag

Canonical: https://www.whichbrewforyou.com/.

minor

Robots meta

Page is indexable.

minor

Open Graph & Twitter tags

Social meta tags present.

minor

Image alt text

No images on the page.

minor

Internal linking

Page has 156 internal link(s).

minor

Image dimensions

No images on the page.

minor

AEO

7 issues

Entity schema (Organization/Person + sameAs)

No Organization or Person JSON-LD found. Entity disambiguation is how LLMs recognize who/what a page is about.

major

Fix: Add an Organization (or Person) JSON-LD block with name, url, and at least 2 sameAs links to authoritative profiles (Wikipedia, Wikidata, LinkedIn).

Copy-paste fixExpand

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Which Brew For You",
  "url": "https://www.whichbrewforyou.com/",
  "description": "Which Brew For You is a beverage guide and resource covering craft beer, coffee, kombucha, whiskey, tea, cold brew, and home brewing — offering expert guides, beginner tips, and drink reviews for enthusiasts at every level.",
  "sameAs": [
    "https://en.wikipedia.org/wiki/Which_Brew_For_You",
    "https://www.linkedin.com/company/whichbrewforyou",
    "https://www.instagram.com/whichbrewforyou"
  ]
}
</script>

Article schema with dates

No Article / NewsArticle / BlogPosting schema found. Without machine-readable dates, LLMs treat content as undated and prefer fresher sources.

major

Fix: Add an Article JSON-LD block with datePublished, dateModified, and author.name.

Copy-paste fixExpand

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Article",
  "headline": "Which Brew For You",
  "description": "WhichBrewForYou is your expert guide to brewing and beverages — covering craft beer, coffee, kombucha, whiskey, yerba mate, cold brew, and more for beginners and enthusiasts alike.",
  "url": "https://www.whichbrewforyou.com/",
  "datePublished": "2025-07-15",
  "dateModified": "2025-07-15",
  "author": {
    "@type": "Person",
    "name": "Brewster"
  },
  "publisher": {
    "@type": "Organization",
    "name": "Which Brew For You",
    "url": "https://www.whichbrewforyou.com/"
  }
}
</script>

Author + credentials

No visible author name. AI engines prefer cited content with identifiable authors (E-E-A-T).

major

Fix: Add a visible byline and link to an author bio page.

Visible last-updated date

No visible or machine-readable last-updated date on the page. 89% of AI crawl hits target content updated within 3 years.

major

Fix: Add a visible "Last updated: <date>" line and corresponding dateModified in schema.

Title tag is a claim or question

Title is only 18 characters: "Which Brew For You". Too short to carry retrieval intent.

major

Fix: Rewrite the title as a descriptive claim or question users would search for (30+ characters).

Copy-paste fixExpand

Find Your Perfect Brew | Expert Beverage Guide

FAQPage schema (when Q&A exists)

Page has 2 question-and-answer pairs but no FAQPage schema.

minor

Fix: Add FAQPage JSON-LD wrapping each Q/A so Google, Bing, and AI engines can consume them as structured answers.

Copy-paste fixExpand

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "FAQPage",
  "mainEntity": [
    {
      "@type": "Question",
      "name": "How to Brew Yerba Mate Traditionally — The Complete Guide",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "A complete guide on how to brew yerba mate traditionally. Estimated read time: 16 minutes. Published April 11, 2026."
      }
    },
    {
      "@type": "Question",
      "name": "How to Make Switchel at Home — Easy Recipe",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "An easy recipe guide on how to make switchel at home. Estimated read time: 15 minutes. Published April 9, 2026."
      }
    }
  ]
}
</script>

Chunk length between headings

Average chunk ≈ 37 words — too short. AI retrievers prefer ~120–180 words per chunk.

minor

Fix: Expand each section to 120–180 words of substantive content.

AI crawler access

robots.txt does not block known AI crawlers.

critical

Question-framed headings

5 question-framed headings found.

minor

Direct-answer block after question headings

All 2 question headings have a direct-answer paragraph.

minor

GEO

6 issues

Direct quotations

No blockquotes or inline quoted statements detected. Princeton measured +28% visibility from adding quotations.

major

Fix: Quote named experts directly in <blockquote> tags or with "quotation marks", attributed to a specific person or source.

Authoritative outbound links

Only 0 non-social external link(s). Princeton's GEO paper identified "cite sources" as a top citation lever.

major

Fix: Link out to 2+ authoritative sources (prefer .gov/.edu, Wikipedia, peer-reviewed publishers) when making factual claims.

Copy-paste fixExpand

- **Anchor text:** "specialty coffee grading standards" | **Source type:** Specialty Coffee Association (SCA) official industry research organization (sca.coffee) | **Supports:** The "Best Coffee Beans: Expert Guide to Specialty Coffee Selection" article's claims about what qualifies coffee as specialty-grade.

- **Anchor text:** "kombucha fermentation safety and SCOBY science" | **Source type:** Peer-reviewed journal article (e.g., *Comprehensive Reviews in Food Science and Food Safety*, accessible via Wiley or PubMed) | **Supports:** The "How to Brew Kombucha at Home" guide's claims about fermentation processes, pH safety levels, and probiotic content.

- **Anchor text:** "U.S. craft brewery statistics and industry growth" | **Source type:** Brewers Association industry research organization (brewersassociation.org) | **Supports:** The "Best Craft Beers for Beginners" article's framing of the craft beer landscape and entry-level style recommendations.

- **Anchor text:** "yerba mate health effects and traditional preparation" | **Source type:** Wikipedia article on *Yerba mate* or a peer-reviewed nutrition journal (e.g., *Journal of Ethnopharmacology* via ScienceDirect) | **Supports:** The "How to Brew Yerba Mate Traditionally" guide's claims about cultural context, caffeine content, and traditional Argentine brewing methods.

Quotable declarative sentences

Only 2 self-contained 10–25 word sentences found. LLMs literally copy these when citing — more = more citation surface area.

major

Fix: Rewrite vague paragraphs into short declarative sentences that stand alone without pronouns referring back to previous text.

Copy-paste fixExpand

WhichBrewForYou is a beverage education website covering beer, coffee, kombucha, and spirits. The site publishes expert guides designed to help beginners navigate craft beer, whiskey, and specialty coffee selection. WhichBrewForYou also covers traditional brewing methods, including yerba mate preparation and home kombucha fermentation. Beverage categories explored on the platform range from cold brew coffee to bourbon and beyond.

Entity sameAs cross-links

No Organization or Person schema found. Brand mentions + Wikipedia/Wikidata cross-links are the top correlate with AI citation.

major

Fix: Add Organization JSON-LD with sameAs linking to Wikipedia, Wikidata, and authoritative profiles.

Content length floor

625 words — under the 1200 target.

minor

Fix: Expand the page with more detail, examples, or sub-topics. Target 1200+ words.

Attribution phrases

0 attribution phrases ("according to", "a study by", etc.) — target ≥ 1 for this content length.

minor

Fix: Cite sources in-prose using phrases like "according to", "a 2024 study by", or "data from".

Statistic density

13 numeric claims across 625 words (ratio 6.2/300 words).

minor

Structured lists or tables

4 list(s) with ≥3 items, 0 table(s).

minor

Fact density

146 facts across 625 words (ratio 233.6/1000).

minor

Paragraph chunkability

All 10 paragraphs under 600 characters.

minor

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