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evidentlyai.com
SUMMER 2021

evidentlyai.com

Moderate AI visibility with 29 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & InfrastructureDeveloper Platforms
55/100
D
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
6/10
Trust & Authority
~15% weight
4/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
5/10

Verdict

Below-average AEO readiness at 55/100 - multiple areas need attention. Key strengths include Canonical URL Strategy, Content Cannibalization, and Content Depth. Priority gaps: llms.txt File, Schema.org Structured Data, and RSS/Atom Feed.

How to Improve

Current
55/100
Projected
83/100
40Total Fixes
10Quick Wins
~69hEst. Effort
Quick Wins
Create /llms.txt fileConfigure robots.txt for AI crawlersLink orphan pages into site navigationImplement semantic HTML5 elementsAdd ai.txt and content licensingEnhance author and expert schemaImprove query-answer alignmentAdd visible date signalsAdd first-hand experience signalsEliminate cross-page duplicate content
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Configure robots.txt for AI crawlers
high|trivial
Fix HTML structure and meta tags
low|low
Create complete sitemap.xml
medium|low
Add internationalization signals
critical|medium
Reduce render-blocking resources
low|low
Improve server response efficiency
low|low
Reduce document weight
low|low

Top Opportunities10

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

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.

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

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.

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

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

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Site Pages

www.evidentlyai.com/blogD40
Evidently AI Blog - AI observability and MLOps
www.evidentlyai.com/llm-guide/rag-evaluationD48
A complete guide to RAG evaluation: metrics, testing and best practices
www.evidentlyai.com/ml-in-production/concept-driftC57
What is concept drift in ML, and how to detect and address it
www.evidentlyai.com/llm-guide/prompt-injection-llmD45
What is prompt injection? Example attacks, defenses and testing.
www.evidentlyai.com/ranking-metrics/ndcg-metricD54
Normalized Discounted Cumulative Gain (NDCG) explained
www.evidentlyai.com/classification-metrics/explain-roc-curveD53
How to explain the ROC AUC score and ROC curve?
www.evidentlyai.com/classification-metrics/classification...C55
How to use classification threshold to balance precision and recall
www.evidentlyai.com/authors/emeli-dralD42
Evidently AI Blog - Authors - Emeli Dral
www.evidentlyai.com/mlops-tutorialsF35
Evidently AI - AI Quality and MLOps Tutorials
www.evidentlyai.com/reviewsF33
Evidently AI - Reviews
www.evidentlyai.com/mlops-guidesF36
Evidently AI - AI Observability and MLOps Guides
www.evidentlyai.com/llm-testingF33
LLM Evaluation and Testing Platform | Evidently AI
www.evidentlyai.com/llm-guideF32
Evidently AI - A complete guide to LLM quality
www.evidentlyai.com/authors/evidently-ai-teamF31

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