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glnkco.com
WINTER 2025

glnkco.com

Moderate AI visibility with 33 of 48 criteria passing. Biggest gap: rss/atom feed.

Healthcare & Patient AdvocacyHealthcare Technology
56/100
4 since v1
D
Citation Avg
Coherence gate active - score capped at 60
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
7/10
Trust & Authority
~15% weight
6/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
5/10

Verdict

Below-average AEO readiness at 56/100 - multiple areas need attention. Key strengths include llms.txt File, Schema.org Structured Data, and Table & List Extractability. Priority gaps: RSS/Atom Feed, Content Licensing & AI Permissions, and Speakable Schema. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.

How to Improve

Current
56/100
Projected
82/100
32Total Fixes
8Quick Wins
~67hEst. Effort
Quick Wins
Configure robots.txt for AI crawlersBuild FAQ sections with schemaAdd definition-style contentAdd ai.txt and content licensingFocus blog content on core expertiseMake content creators clearly visibleExplain how content was tested or reviewedImprove server response efficiency
Fix HTML structure and meta tags
medium|low
Reduce document weight
critical|medium
Configure robots.txt for AI crawlers
high|trivial
Create complete sitemap.xml
medium|low
Add internationalization signals
critical|medium
Improve server response efficiency
high|low
Reduce render-blocking resources
medium|low

Top Opportunities10

Ensure blog content consistently covers your core expertise areas rather than scattering across unrelated topics. AI engines build authority models - a site about "Medicare coverage" that also publishes about humidifiers and groceries dilutes its topical authority.

Publish original research, statistics, case studies, or proprietary data that AI engines can cite. Unique data points make your content a primary source rather than a derivative one.

Include "our analysis", "our data", "our testing" phrases backed by original research or proprietary data. 52.2% of AI-cited posts contain owned data signals.

Write 20-25 word self-contained answer sentences immediately after each H2 heading. 72.4% of AI-cited posts use this pattern - it gives engines a ready-made snippet to quote.

Strengthen internal linking with descriptive anchor text between related pages. Add breadcrumb navigation and ensure every key page is reachable within 3 clicks from the homepage.

Sections within pages contain identical or near-identical text. LLMs may flag this as low-quality or thin content, reducing citation authority. Rewrite duplicate blocks with unique angles.

Rewrite multi-clause sentences into single-claim statements under 20 words. Pages with Flesch-Kincaid grade 16 outperform grade 19 in citation rates.

Show direct use, testing, implementation, or lived experience with concrete observations, examples, screenshots, and lessons learned.

Add Organization schema with consistent name, address, phone (NAP). Include sameAs links to social profiles and authoritative directories to strengthen entity recognition.

Shorten sentences to under 25 words, use active voice in lead paragraphs, define jargon inline, and avoid hiding content behind accordions or display:none.

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Site Pages

Changes since v1Last audited 75 days ago
60
56
-4
View full comparison →
Focus Content on Core TopicsAdd Original Data & Case StudiesAdd Owned Data SignalsAdd Answer Capsule PatternsImprove Internal Linking ArchitectureFix Duplicate Content BlocksImprove Sentence AtomicityAdd First-Hand Experience SignalsStrengthen Entity Authority (NAP)Reduce Extraction Friction

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