Skip to main content

Platform

AEO Website Research-grade Content Content Factory About Audits Rankings Pricing

Resources

Knowledge Base Research FAQ
Audit
OverviewHow to ImproveScore BreakdownSite PagesGuides
leadersintech.org
SUMMER 2015

leadersintech.org

Moderate AI visibility with 25 of 48 criteria passing. Biggest gap: llms.txt file.

52/100
F
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
7/10
Trust & Authority
~15% weight
4/10
Technical Foundation
~10% weight
4/10
AI Discovery
~10% weight
3/10

Verdict

Below-average AEO readiness at 52/100 - multiple areas need attention. Key strengths include Query-Answer Alignment, Duplicate Content Blocks, and Page Speed: Page Size. Priority gaps: llms.txt File, Schema.org Structured Data, and Sitemap Completeness.

#4120of 13363
View full rankings →
View improvement plan

How to Improve

Current
52/100
Projected
81/100
42Total Fixes
11Quick Wins
~86hEst. Effort
Quick Wins
Create /llms.txt fileStrengthen entity authority (NAP)Configure robots.txt for AI crawlersImplement semantic HTML5 elementsAdd ai.txt and content licensingEnhance author and expert schemaFix canonical URL strategyAdd visible date signalsMake content creators clearly visibleReduce extraction frictionAdd image context for AI engines
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Create complete sitemap.xml
critical|medium
Fix HTML structure and meta tags
medium|low
Configure robots.txt for AI crawlers
critical|low
Fix canonical URL strategy
critical|low
Add internationalization signals
critical|medium
Reduce render-blocking resources
low|low
Improve server response efficiency
low|low

Top Opportunities10

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.

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.

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.

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

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.

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.

Implement JSON-LD structured data (Organization, Service, Product, FAQPage) on key pages. Schema markup helps AI engines extract and cite your content accurately.

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

Establish a regular content publishing cadence with dated entries in your sitemap. Consistent publishing signals to AI engines that your site is an active, current information source.

Fix It With AI44

Your competitors are already optimizing for AI

Every day without action is traffic your site loses to AI-ready competitors. We fix that.

Fix My Score

Site Pages

www.leadersintech.org/testimonialsF39
Leaders in Tech | Testimonials
www.leadersintech.org/our-networkF36
Leaders in Tech | Our Network
www.leadersintech.org/founder-fellows-program-nominatedF35
Leaders in Tech | Founder Fellows Program
www.leadersintech.org/nominatorsF33
Our Network - Nominators
www.leadersintech.org/founder-fellows-program-overviewF36
Founder Fellows Program - Nominated
www.leadersintech.org/executive-programF35
Leaders in Tech | Executive Program
www.leadersintech.org/grove-fellows-programF34
Leaders in Tech | Grove Fellows Program
www.leadersintech.org/retreatsF31
Retreats
www.leadersintech.org/corporate-workshopsF37
Corporate Workshops

Improve Your Score

Guides for the criteria with the most room for improvement

Related Questions

Browse all FAQs →

Want us to improve your score?

We build citation-ready content that AI engines choose as the answer.

Let's Talk