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kopra.bio
SUMMER 2024

kopra.bio

Weak AI visibility with 20 of 48 criteria passing. Biggest gap: llms.txt file.

Healthcare & Patient AdvocacyHealthcare Technology
41/100
1 since v1
F
Citation Avg
Answer Readiness
~40% weight
5/10
Content Structure
~25% weight
2/10
Trust & Authority
~15% weight
3/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
6/10

Verdict

Critical AEO gaps at 41/100 - kopra.bio is largely invisible to AI engines. Key strengths include robots.txt for AI Crawlers, Canonical URL Strategy, and Content Cannibalization. Priority gaps: llms.txt File, Q&A Content Format, and Comprehensive FAQ Section.

How to Improve

Current
41/100
Projected
76/100
41Total Fixes
8Quick Wins
~98hEst. Effort
Quick Wins
Create /llms.txt fileLink orphan pages into site navigationImplement semantic HTML5 elementsAdd ai.txt and content licensingExtend schema to inner pagesImprove query-answer alignmentAdd visible date signalsReduce render-blocking resources
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Reduce render-blocking resources
high|low
Fix HTML structure and meta tags
low|low
Create complete sitemap.xml
medium|low
Add internationalization signals
critical|medium
Reduce document weight
medium|low
Improve server response efficiency
medium|low

Top Opportunities10

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.

Expand articles to 1000+ words with structured H2/H3 sections, comparison tables, and expert analysis. Thin content (under 300 words) is rarely cited by AI engines. Deep, well-structured articles demonstrate expertise.

Add more proper nouns throughout content - named sources, organizations, tools, studies, and locations. Cited text averages 20.6% proper nouns; most sites fall well below 15%.

Add question-based headings (H2/H3) throughout your content. Use "What is...", "How does...", "Why should..." patterns that match how users query AI assistants.

Use HTML tables for comparison data and ordered/unordered lists for features, steps, and specifications. Structured data formats are directly extractable by AI engines for answers.

Write concise, standalone answer paragraphs (2-3 sentences) immediately after question headings. These "snippet-ready" paragraphs are ideal for AI engine citations.

Add inline citations to external sources, "According to [Source]..." attribution phrases, and a Sources section at the end of key articles.

Create a dedicated FAQ page with FAQPage schema markup. Cover common questions about your products, services, and industry to become a direct answer source for AI engines.

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.

Include dateModified schema, visible last-updated dates, and time elements on content pages. Fresh content signals help AI engines prioritize your pages over stale alternatives.

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Site Pages

www.kopra.bio/float-houseF35
Float House — Kopra Bio
Changes since v1Last audited 76 days ago
40
41
+1
View full comparison →
Add Original Data & Case StudiesIncrease Content DepthIncrease Entity DensityRestructure Content as Q&AAdd Structured Tables & ListsAdd Direct Answer ParagraphsPackage Evidence for AIBuild Comprehensive FAQ SectionAdd Owned Data SignalsAdd Content Freshness Signals

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