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wolfia.com
SUMMER 2022

wolfia.com

Moderate AI visibility with 36 of 48 criteria passing. Biggest gap: rss/atom feed.

Developer Tools & InfrastructureAI & ML Platforms
68/100
13 since v1
D
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
9/10
Trust & Authority
~15% weight
6/10
Technical Foundation
~10% weight
7/10
AI Discovery
~10% weight
7/10

Verdict

Moderate AEO readiness at 68/100 with significant gaps to address. Key strengths include llms.txt File, Schema.org Structured Data, and Q&A Content Format. Priority gaps: RSS/Atom Feed, Content Licensing & AI Permissions, and Speakable Schema.

How to Improve

Current
68/100
Projected
88/100
28Total Fixes
5Quick Wins
~41hEst. Effort
Quick Wins
Configure robots.txt for AI crawlersLink orphan pages into site navigationAdd ai.txt and content licensingReduce extraction frictionAdd image context for AI engines
Configure robots.txt for AI crawlers
high|trivial
Add internationalization signals
critical|medium
Fix HTML structure and meta tags
low|low
Reduce render-blocking resources
low|low
Improve server response efficiency
low|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.

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.

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.

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

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.

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

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.

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

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.

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Site Pages

wolfia.com/blogD41
AI Sales & Security Blog | Wolfia
wolfia.com/order-formF37
Wolfia Inc. Order Form | Wolfia
Changes since v1Last audited 76 days ago
55
68
+13
View full comparison →
Focus Content on Core TopicsIncrease Content DepthAdd Answer Capsule PatternsAdd First-Hand Experience SignalsBuild Comprehensive FAQ SectionAdd Owned Data SignalsStrengthen Entity Authority (NAP)Improve Internal Linking ArchitecturePackage Evidence for AIAdd Answer-First Placement

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