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snapcalorie.com
SUMMER 2021

snapcalorie.com

Moderate AI visibility with 31 of 48 criteria passing. Biggest gap: llms.txt file.

Developer Tools & InfrastructureAI & ML Platforms
58/100
10 since v1
F
Citation Avg
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
8/10
Trust & Authority
~15% weight
3/10
Technical Foundation
~10% weight
7/10
AI Discovery
~10% weight
6/10

Verdict

Below-average AEO readiness at 58/100 - multiple areas need attention. Key strengths include Q&A Content Format, Semantic HTML5 & Accessibility, and Direct Answer Paragraphs. Priority gaps: llms.txt File, RSS/Atom Feed, and Content Licensing & AI Permissions.

How to Improve

Current
58/100
Projected
83/100
37Total Fixes
13Quick Wins
~65hEst. Effort
Quick Wins
Create /llms.txt fileStrengthen entity authority (NAP)Configure robots.txt for AI crawlersLink orphan pages into site navigationAdd content freshness signalsAdd structured tables and listsAdd definition-style contentAdd ai.txt and content licensingFix canonical URL strategyIncrease content depth and structureImprove citation-ready writing qualityClarify entity boundariesAdd image context for AI engines
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Configure robots.txt for AI crawlers
critical|low
Fix canonical URL strategy
critical|low
Fix HTML structure and meta tags
low|low
Add internationalization signals
critical|medium
Create complete sitemap.xml
low|low
Improve server response efficiency
low|low
Reduce document weight
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.

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.

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.

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

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.

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.

Fix It With AI37

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Site Pages

www.snapcalorie.com/blog.htmlD44
SnapCalorie Blog | Nutrition and Product Insights
www.snapcalorie.com/referral-terms.htmlF36
Referral Terms - SnapCalorie
Changes since v1Last audited 70 days ago
48
58
+10
View full comparison →
Add Original Data & Case StudiesIncrease Content DepthFocus Content on Core TopicsAdd Owned Data SignalsImprove Internal Linking ArchitectureAdd Structured Tables & ListsStrengthen Entity Authority (NAP)Increase Fact & Data DensityAdd First-Hand Experience SignalsImprove Citation-Ready Writing

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