GEO & LLM Citation Probability Analyzer – HumainOne
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humainone.in

Generative Engine Optimization Engine

GEO Enterprise Suite v1.4
Research Grade
GEO Content Simulator
LLM Target Model Profiler DEFAULT WEIGHTING
Machine Token Breakdown Real-Time Regex Scanner
Ensure you have loaded content and clicked ‘Analyze’ to highlight structural elements.
Factual / Numeric Density
Expert Attributions & Quotes
Primary Source Citations
[Word] Overlap Tokens
Tokenizer Logic: Green tags indicate potential sources LLMs will map as reference nodes. Blue highlighting maps numeric variables, which represent fact density. Yellow highlights show direct or indirect attribution patterns. Red bolded words show direct prompt overlap targets.

Awaiting Content Payload

Enter prompt parameters and webpage content, or choose a preset configuration to see live LLM citation scoring diagnostics.

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Citation Chance
MODERATE CITATION CHANCE

GEO Citation Rating

Evaluating against local corpus constraints. Click “Analyze” to execute complete syntactic and semantic correlation algorithms.

GEO Factor Vector Values KDD 2024 Weightings
Fact Density & Statistics (20% Weight)
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Expert Quotation & Attributions (15% Weight)
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Inline Citation & Trusted Sources (15% Weight)
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Topical Relevance & Semantic Overlap (20% Weight)
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Answer-First Structure (Front-Loading) (15% Weight)
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Structured Formatting & Tables (15% Weight)
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GEO Content Diagnostics

Related Prompts & Alternate Ranking Vectors

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