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collectivei.com

collectivei.com

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

Developer Tools & InfrastructureDeveloper Platforms
55/100
1 since v1
F
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
6/10
Trust & Authority
~15% weight
2/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
4/10

Verdict

Below-average AEO readiness at 55/100 - multiple areas need attention. Key strengths include Table & List Extractability, Fact & Data Density, and Canonical URL Strategy. Priority gaps: llms.txt File, Schema.org Structured Data, and RSS/Atom Feed.

How to Improve

Current
55/100
Projected
82/100
41Total Fixes
11Quick Wins
~74hEst. Effort
Quick Wins
Create /llms.txt fileConfigure robots.txt for AI crawlersLink orphan pages into site navigationAdd definition-style contentAdd ai.txt and content licensingEnhance author and expert schemaImprove query-answer alignmentAdd visible date signalsFix duplicate content blocksEliminate cross-page duplicate contentImprove server response efficiency
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Fix HTML structure and meta tags
medium|low
Reduce document weight
critical|medium
Configure robots.txt for AI crawlers
high|trivial
Create complete sitemap.xml
medium|low
Add internationalization signals
critical|medium
Improve server response efficiency
high|low
Reduce render-blocking resources
medium|low

Top Opportunities10

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

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.

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.

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.

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.

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.

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 AI43

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Site Pages

collectivei.com/policies/affiliate-program-and-ambassador...F34
Affiliate & Ambassador Agreement | Collective[i]
collectivei.com/article/we-are-complaining-about-the-wron...F37
We're Complaining About the Wrong Thing About AI
collectivei.com/company/about-usF30
About Collective[i] | The Operating System for Enterprise Revenue
collectivei.com/company/contactF28
Contact Collective[i] | Sales & Support
collectivei.com/newsF33
Collective[i] News | AI & Sales Tech Updates
Changes since v1Last audited 52 days ago
54
55
+1
View full comparison →
Add Direct Answer ParagraphsAdd Owned Data SignalsEliminate Cross-Page Duplicate ContentImprove Question-Answer AlignmentAdd Content Freshness SignalsImprove Internal Linking ArchitectureBuild Comprehensive FAQ SectionAdd Answer Capsule PatternsAdd Schema.org Structured DataStrengthen Entity Authority (NAP)

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