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getlilac.com
SUMMER 2025

getlilac.com

Moderate AI visibility with 34 of 48 criteria passing. Biggest gap: rss/atom feed.

Developer Tools & InfrastructureAI & ML Platforms
61/100
2 since v1
D
Citation Avg
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
9/10
Trust & Authority
~15% weight
6/10
Technical Foundation
~10% weight
7/10
AI Discovery
~10% weight
6/10

Verdict

Moderate AEO readiness at 61/100 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
61/100
Projected
84/100
35Total Fixes
6Quick Wins
~76hEst. Effort
Quick Wins
Link orphan pages into site navigationAdd definition-style contentAdd ai.txt and content licensingAdd visible date signalsIncrease content depth and structureImprove citation-ready writing quality
Add internationalization signals
critical|medium
Fix HTML structure and meta tags
low|low
Create complete sitemap.xml
low|low
Improve server response efficiency
low|low
Reduce render-blocking resources
low|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.

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.

Add specific numbers, percentages, statistics, and data points throughout your content. Fact-dense content gives AI engines concrete data to cite rather than vague claims.

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

Define the primary entity in the first 500 characters, use consistent terminology (same term 70%+), and add "unlike X" signals to help AI engines distinguish your topics.

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

Write self-contained definition sentences and single-claim statements that AI engines can quote directly. Avoid pronouns like "this" or "that" at the start of answer paragraphs.

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 Organization schema with consistent name, address, phone (NAP). Include sameAs links to social profiles and authoritative directories to strengthen entity recognition.

Multiple pages compete for the same topic. Consolidate overlapping pages or differentiate titles and H1 headings.

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Site Pages

getlilac.com/providersD43
Lilac — Idle GPU monetization for Kubernetes clusters
Changes since v1Last audited 76 days ago
63
61
-2
View full comparison →
Add Original Data & Case StudiesIncrease Content DepthIncrease Fact & Data DensityPackage Evidence for AIAdd Entity DisambiguationAdd First-Hand Experience SignalsImprove Citation-Ready WritingImprove Internal Linking ArchitectureStrengthen Entity Authority (NAP)Resolve Content Cannibalization

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