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
mandel.ai
SUMMER 2023

mandel.ai

Moderate AI visibility with 35 of 48 criteria passing. Biggest gap: content licensing & ai permissions.

Developer Tools & InfrastructureAI & ML Platforms
59/100
D
Citation Avg
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
7/10
Trust & Authority
~15% weight
6/10
Technical Foundation
~10% weight
7/10
AI Discovery
~10% weight
5/10

Verdict

Below-average AEO readiness at 59/100 - multiple areas need attention. Key strengths include llms.txt File, Schema.org Structured Data, and Q&A Content Format. Priority gaps: Content Licensing & AI Permissions, Speakable Schema, and Creator Transparency.

How to Improve

Current
59/100
Projected
84/100
34Total Fixes
7Quick Wins
~78hEst. Effort
Quick Wins
Build FAQ sections with schemaAdd definition-style contentAdd ai.txt and content licensingAdd answer-first content placementPackage evidence for AI enginesReduce extraction frictionEliminate cross-page duplicate content
Create complete sitemap.xml
medium|low
Add internationalization signals
critical|medium
Reduce document weight
medium|low
Fix HTML structure and meta tags
low|low
Improve server response efficiency
medium|low
Reduce render-blocking resources
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.

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.

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.

Add specific numbers, percentages, statistics, and data points throughout your content. Fact-dense content gives AI engines concrete data to cite rather than vague claims.

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.

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

The same paragraphs appear on multiple pages. AI engines may only index one version and ignore the rest. Rewrite shared content so each page offers a unique perspective.

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.

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.

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

Fix It With AI37

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.mandel.ai/blog/seed-announcementD42
Supply Chains Still Run on Email. We Raised $3.9M to Fix That. | Mandel AI

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