1. Entity Authority Inputs
B2B SaaS
65/100 (Moderate Citation Density)
Software / Product JSON-LD Schema
Wikidata / Crunchbase Knowledge Link
Vendor-Neutral Benchmark Whitepapers
Community / Reddit Consensus Mentions
2. Entity Co-occurrence & Citation Radar
Engine Settled
Target Brand
Competitors
Authority Nodes
Simulated Multi-Turn LLM Recommendation
Inclusion Prob: 68%
Prompt: "best self-hosted product analytics tools 2025"
Analyzing prompt vectors...
3. GEO Score & Priority Actions
P0-P2 Audit
64
Overall Visibility (100)
Tier 2 Challenger
Recommendation Tier
62%
Entity Graph Weight
58%
Snippet Citability
Deterministic GEO diagnostic engine models LLM grounding, entity disambiguation, and retrieval rank weights.