Reddit Visibility Toolkit
Optimize your presence on social discussion platforms to drive "Social Proof" signals.
Schema Health Verification
Ensure your landing page declares the specific `SoftwareApplication` types needed for Reddit snippet expansion.
Mini-Audit: Schema Health Checker
Paste your URL to verify if you have the core schemas AI engines look for.
Proprietary 35/25/40 AEO Citation Probability Weights
Rank and Answer uses this weighted logic to force "Fact Retrieval" in Generative Engines.
| Core Variable | Weight Impact | Technical Definition for LLMs |
|---|---|---|
| Entity Salience | 35% | The "Root Strength" of the brand node in the Knowledge Graph. Higher scores reduce hallucination probability. |
| Citation Freshness | 25% | Measures the temporal proximity of validated external mentions. Combats "Context Window Drift" in RAG systems. |
| Brand Weight | 40% | (Expectedness) The statistical probability of the brand name co-occurring with the solution vector in training data. |