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citrine.io

citrine.io

Moderate AI visibility with 32 of 48 criteria passing. Biggest gap: comprehensive faq section.

60/100
F
Citation Avg
Answer Readiness
~40% weight
8/10
Content Structure
~25% weight
4/10
Trust & Authority
~15% weight
7/10
Technical Foundation
~10% weight
6/10
AI Discovery
~10% weight
6/10

Verdict

Below-average AEO readiness at 60/100 - multiple areas need attention. Key strengths include llms.txt File, Original Data & Expert Analysis, and Internal Linking Structure. Priority gaps: Comprehensive FAQ Section, Speakable Schema, and Query-Answer Alignment.

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How to Improve

Current
60/100
Projected
84/100
35Total Fixes
10Quick Wins
~58hEst. Effort
Quick Wins
Add question-based headingsStrengthen entity authority (NAP)Configure robots.txt for AI crawlersAdd content freshness signalsAdd ai.txt and content licensingImprove query-answer alignmentAdd answer-first content placementPackage evidence for AI enginesClarify entity boundariesReduce extraction friction
Reduce document weight
critical|medium
Reduce render-blocking resources
critical|medium
Configure robots.txt for AI crawlers
high|trivial
Add internationalization signals
critical|medium
Fix HTML structure and meta tags
low|low
Improve server response efficiency
medium|low

Top Opportunities10

Ensure every question-format heading (H2/H3) is followed by a direct answer paragraph. This pattern is ideal for AI engine snippet extraction.

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

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.

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.

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

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.

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.

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.

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.

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Site Pages

citrine.io/ai-learns-from-you-but-you-can-learn-from-aiD48
AI Learns from You – but You Can Learn from AI
citrine.io/ai-guided-closed-loop-synthesis-of-nanoparticl...D46
AI-Guided Synthesis of Nanoparticles for Catalysis - Case Study
citrine.io/media-postD40
Media Post Archive - Citrine Informatics
citrine.io/quantifying-the-performance-of-machine-learnin...D52
Quantifying Model Performance - Citrine Informatics
citrine.io/removing-problem-ingredients-using-deep-ingred...D40
Use AI to Remove Problem Ingredients:
citrine.io/media-post/citrine-q4-2020-recapD43
Citrine Informatics Q4 Caps off Strong Growth in 2020 - Citrine Informatics
citrine.io/resourcesF39
AI Driven Materials Development Success Stories
citrine.io/who-we-help/plasticsF36
AI for plastics
citrine.io/data-mining-our-way-to-the-next-generation-of-...D41
Data mining our way to the next generation of thermoelectrics - Citrine Informatics
citrine.io/media-post/user-contributed-data-highlight-alk...D40
User Contributed Data Highlight: Alkane Activation - Citrine Informatics
citrine.io/research-newsletter-archiveF35
Research Newsletter Archive - Citrine Informatics

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