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returnsignals.com
WINTER 2026

returnsignals.com

Strong AI visibility with 37 of 48 criteria passing. Biggest gap: rss/atom feed.

Developer Tools & InfrastructureAI & ML Platforms
70/100
D
Citation Avg
Answer Readiness
~40% weight
8/10
Content Structure
~25% weight
9/10
Trust & Authority
~15% weight
7/10
Technical Foundation
~10% weight
7/10
AI Discovery
~10% weight
6/10

Verdict

Moderate AEO readiness at 70/100 with significant gaps to address. Key strengths include llms.txt File, Schema.org Structured Data, and Q&A Content Format. Priority gaps: RSS/Atom Feed, Content Licensing & AI Permissions, and Speakable Schema.

How to Improve

Current
70/100
Projected
86/100
30Total Fixes
6Quick Wins
~55hEst. Effort
Quick Wins
Configure robots.txt for AI crawlersLink orphan pages into site navigationAdd content freshness signalsAdd ai.txt and content licensingExplain how content was tested or reviewedImprove server response efficiency
Create complete sitemap.xml
critical|medium
Configure robots.txt for AI crawlers
high|trivial
Add internationalization signals
critical|medium
Improve server response efficiency
high|low
Reduce render-blocking resources
low|low
Reduce document weight
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.

Add more proper nouns throughout content - named sources, organizations, tools, studies, and locations. Cited text averages 20.6% proper nouns; most sites fall well below 15%.

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 "our analysis", "our data", "our testing" phrases backed by original research or proprietary data. 52.2% of AI-cited posts contain owned data signals.

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

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.

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

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.

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.

Create an /ai.txt file specifying AI usage permissions and add license schema to your structured data. Clear licensing signals help AI engines understand how they can use your content.

Fix It With AI31

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Site Pages

www.returnsignals.com/securityD42
Security: Signals
www.returnsignals.com/index.mdF37

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