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lumotive.com

lumotive.com

Weak AI visibility with 26 of 48 criteria passing. Biggest gap: llms.txt file.

48/100
1 since v1
F
Citation Avg
Coherence gate active - score capped at 50
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
3/10
Trust & Authority
~15% weight
6/10
Technical Foundation
~10% weight
6/10
AI Discovery
~10% weight
5/10

Verdict

Below-average AEO readiness at 48/100 - multiple areas need attention. Key strengths include Internal Linking Structure, Content Freshness Signals, and Sitemap Completeness. Priority gaps: llms.txt File, Comprehensive FAQ Section, and Content Licensing & AI Permissions. Topic coherence is 3/10, which caps the overall score at 50. Focusing content on core expertise areas is the single highest-impact improvement.

#6386of 13363
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How to Improve

Current
48/100
Projected
82/100
39Total Fixes
12Quick Wins
~72hEst. Effort
Quick Wins
Create /llms.txt fileStrengthen entity authority (NAP)Configure robots.txt for AI crawlersAdd definition-style contentAdd direct answer paragraphsAdd ai.txt and content licensingFocus blog content on core expertiseMake pages solve the user task fasterPackage evidence for AI enginesClarify entity boundariesReduce extraction frictionReduce document weight
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Configure robots.txt for AI crawlers
critical|low
Reduce render-blocking resources
critical|medium
Reduce document weight
high|low
Fix HTML structure and meta tags
low|low
Add internationalization signals
critical|medium
Improve server response efficiency
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.

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

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.

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

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.

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.

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 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.

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.

Fix It With AI41

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Site Pages

lumotive.com/newsF35
News - Lumotive
lumotive.com/2024/01/lumotive-joins-with-tech-leaders-to-...F34
Lumotive Joins with Tech Leaders to Demo Digital Beam Steering at CES 2024 - Lumotive
lumotive.com/technology/3d-sensing-system-advantagesF31
3D Sensing System Advantages - Lumotive
lumotive.com/technology/light-control-metasurface-demonst...F29
Light Control Metasurface Demonstration - Lumotive
Changes since v1Last audited 52 days ago
47
48
+1
View full comparison →
Focus Content on Core TopicsImprove Question-Answer AlignmentAdd Original Data & Case StudiesRestructure Content as Q&AAdd Structured Tables & ListsIncrease Content DepthBuild Comprehensive FAQ SectionAdd Direct Answer ParagraphsAdd Owned Data SignalsAdd Answer Capsule Patterns

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