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mavenbio.com
SUMMER 2023

mavenbio.com

Moderate AI visibility with 27 of 48 criteria passing. Biggest gap: comprehensive faq section.

Developer Tools & InfrastructureAI & ML Platforms
56/100
D
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
5/10
Trust & Authority
~15% weight
4/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
6/10

Verdict

Below-average AEO readiness at 56/100 - multiple areas need attention. Key strengths include llms.txt File, Clean, Crawlable HTML, and Fact & Data Density. Priority gaps: Comprehensive FAQ Section, RSS/Atom Feed, and Speakable Schema.

How to Improve

Current
56/100
Projected
82/100
39Total Fixes
13Quick Wins
~72hEst. Effort
Quick Wins
Configure robots.txt for AI crawlersBuild FAQ sections with schemaAdd structured tables and listsAdd definition-style contentAdd ai.txt and content licensingEnhance author and expert schemaImprove query-answer alignmentAdd visible date signalsIncrease content depth and structureMake content creators clearly visibleImprove citation-ready writing qualityAdd internationalization signalsReduce document weight
Configure robots.txt for AI crawlers
high|trivial
Reduce document weight
high|low
Reduce render-blocking resources
medium|low
Add internationalization signals
high|low
Improve server response efficiency
medium|low
Create complete sitemap.xml
low|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.

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.

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.

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

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

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.

Place a concise 40-80 word answer block in the first 300 words of each page. Avoid throat-clearing openers like "In this article..." and lead with the answer.

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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