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tetracore.com

tetracore.com

Weak AI visibility with 23 of 48 criteria passing. Biggest gap: llms.txt file.

Biotech & PharmaceuticalsBiotechnology
49/100
F
Citation Avg
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
4/10
Trust & Authority
~15% weight
5/10
Technical Foundation
~10% weight
4/10
AI Discovery
~10% weight
6/10

Verdict

Below-average AEO readiness at 49/100 - multiple areas need attention. Key strengths include Internal Linking Structure, Sitemap Completeness, and Canonical URL Strategy. Priority gaps: llms.txt File, Q&A Content Format, and Comprehensive FAQ Section.

How to Improve

Current
49/100
Projected
80/100
38Total Fixes
9Quick Wins
~77hEst. Effort
Quick Wins
Create /llms.txt fileConfigure robots.txt for AI crawlersAdd definition-style contentAdd direct answer paragraphsAdd ai.txt and content licensingImprove query-answer alignmentAdd visible date signalsMake content creators clearly visibleImprove server response efficiency
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Fix HTML structure and meta tags
medium|low
Reduce render-blocking resources
critical|medium
Reduce document weight
critical|medium
Configure robots.txt for AI crawlers
high|trivial
Add internationalization signals
critical|medium
Improve server response efficiency
high|low

Top Opportunities10

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.

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.

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

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.

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

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.

Write self-contained definition sentences and single-claim statements that AI engines can quote directly. Avoid pronouns like "this" or "that" at the start of answer paragraphs.

Define the primary entity in the first 500 characters, use consistent terminology (same term 70%+), and add "unlike X" signals to help AI engines distinguish your topics.

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Site Pages

tetracore.com/product-category/domestic-preparedness/biot...F30
V. cholerae Archives - Tetracore, Inc.

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