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lumari.io
SPRING 2025

lumari.io

Moderate AI visibility with 32 of 48 criteria passing. Biggest gap: rss/atom feed.

Developer Tools & InfrastructureDeveloper Platforms
62/100
6 since v1
D
Citation Avg
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
8/10
Trust & Authority
~15% weight
5/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
4/10

Verdict

Moderate AEO readiness at 62/100 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, Speakable Schema, and Image Context for AI.

How to Improve

Current
62/100
Projected
82/100
36Total Fixes
10Quick Wins
~68hEst. Effort
Quick Wins
Configure robots.txt for AI crawlersLink orphan pages into site navigationImplement semantic HTML5 elementsAdd ai.txt and content licensingImprove query-answer alignmentFocus blog content on core expertiseAdd first-hand experience signalsReduce extraction frictionEliminate cross-page duplicate contentImprove server response efficiency
Reduce document weight
critical|medium
Fix HTML structure and meta tags
medium|low
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

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.

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.

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.

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.

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

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.

Sections within pages contain identical or near-identical text. LLMs may flag this as low-quality or thin content, reducing citation authority. Rewrite duplicate blocks with unique angles.

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.

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

Use semantic HTML5 elements (main, article, nav, header, footer, section) to give AI parsers clear content structure. Add lang attribute and ARIA labels for accessibility.

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Site Pages

lumari.io/blogF35
Blog & Resources | Lumari
Changes since v1Last audited 70 days ago
56
62
+6
View full comparison →
Add Original Data & Case StudiesFocus Content on Core TopicsAdd Owned Data SignalsImprove Internal Linking ArchitectureImprove Question-Answer AlignmentAdd Answer Capsule PatternsFix Duplicate Content BlocksEliminate Cross-Page Duplicate ContentAdd First-Hand Experience SignalsImplement Semantic HTML5

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