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promptloop.com
WINTER 2022

promptloop.com

Moderate AI visibility with 27 of 48 criteria passing. Biggest gap: schema.org structured data.

Developer Tools & InfrastructureAI & ML Platforms
54/100
1 since v1
D
Citation Avg
Coherence gate active - score capped at 60
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
5/10
Trust & Authority
~15% weight
3/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
6/10

Verdict

Below-average AEO readiness at 54/100 - multiple areas need attention. Key strengths include llms.txt File, Original Data & Expert Analysis, and Fact & Data Density. Priority gaps: Schema.org Structured Data, RSS/Atom Feed, and Content Licensing & AI Permissions. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.

How to Improve

Current
54/100
Projected
83/100
37Total Fixes
9Quick Wins
~78hEst. Effort
Quick Wins
Configure robots.txt for AI crawlersBuild FAQ sections with schemaAdd structured tables and listsAdd ai.txt and content licensingEnhance author and expert schemaAdd visible date signalsIncrease content depth and structureMake pages solve the user task fasterClarify entity boundaries
Configure robots.txt for AI crawlers
high|trivial
Add internationalization signals
critical|medium
Reduce render-blocking resources
medium|low
Fix HTML structure and meta tags
low|low
Improve server response efficiency
medium|low
Reduce document weight
low|low
Create complete sitemap.xml
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.

Write concise, standalone answer paragraphs (2-3 sentences) immediately after question headings. These "snippet-ready" paragraphs are ideal for AI engine citations.

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

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.

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.

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.

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.

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.

Fix It With AI39

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Site Pages

www.promptloop.com/docs/choosing-functionF36
Choosing the right Function
Changes since v1Last audited 70 days ago
55
54
-1
View full comparison →
Focus Content on Core TopicsAdd Direct Answer ParagraphsImprove Question-Answer AlignmentIncrease Content DepthAdd Owned Data SignalsBuild Comprehensive FAQ SectionAdd Answer Capsule PatternsAdd Content Freshness SignalsAdd Schema.org Structured DataStrengthen Entity Authority (NAP)

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