Pre-Publish Citation Predictor
Paste your content draft, we score citation probability, surface every gap, and show platform-specific odds across Google AI Overviews, ChatGPT, and Perplexity before you hit publish.
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Citation Probability ScoreComposite AI score across 16 structural, entity, and schema signals
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Platform BreakdownSeparate probability scores for Google, ChatGPT, and Perplexity
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AI Rewrite AssistantPaste your draft, edit in-place, and re-analyze for a higher score
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Analyzing structural signals…
Word count, headings, FAQ patterns, lists, and data density.
① Signals
② Entities
③ SERP check
④ AI analysis
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Citation
Probability
Probability
Baseline: 38% · Strong: 62% · Leading: 80%+
Citation Verdict
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–
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Words
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Passing
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Warning
–
Failing
Score Breakdown
Structure
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/ 55 pts
Word count · Headings · FAQ · Data · Lists
Entity Density
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/ 25 pts
Named entities · Expert citations · Specifics
Schema Readiness
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/ 20 pts
FAQ markup · HowTo · Article · Speakable
Top Strengths
Competitive Prediction
AI Analyst
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Live SERP Context–
Signal Checklist
Signal Strength Breakdown
12-Week Citation Probability Projection
Score by Category
Critical Fixes · Ordered by Impact
If you fix all critical gaps
–% estimated probability after fixes
Platform-Specific Citation Probability
G
Google AI Overviews
Requires structured content, E-E-A-T signals, and passage extractability
–%
C
ChatGPT (Browse)
Prefers authoritative sourcing, structured answers, and entity clarity
–%
P
Perplexity AI
Heavy weight on llms.txt, crawlability, fresh data, and fact density
–%
What Each Platform Prioritizes
Google AI Overviews
→ E-E-A-T signals
→ Passage extractability
→ Schema markup (FAQ, HowTo)
→ Authoritative backlink profile
→ SERP position (top 10)
ChatGPT Browse
→ Structured data (sameAs)
→ Clear entity definitions
→ Source attribution
→ Crawlability (no JS walls)
→ Knowledge Graph presence
Perplexity
→ llms.txt present
→ Freshness signals
→ Fact density per page
→ Social signals + citations
→ PerplexityBot allowed
Passage-Level Analysis–
AI Passage Assessment
Suggested Rewrite
Edit & Re-Analyze
Apply the suggested fixes directly in the editor below, then re-run the analysis to see your new score.
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