TRUSTNODELOGIC

AI Discoverability Audit · Trust Node Logic Field Tool

Your fans are asking AI who to listen to. Are you on the list?

ChatGPT, Perplexity, and Google AI Overviews are quietly becoming the new radio. People describe a sound, a vibe, a genre, and the AI names artists. The artists it names are not always the best, or even the most popular. They are simply the ones the machine can actually find. This 12-question scan tells you exactly where you stand, and what to fix.

[E] Entity Disambiguation
[D] Depth Vector Footprint
[C] Connect Graph Seed Nodes
[F] Friction Crawl Velocity
Question 1 of 8 Entity

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Internal Visibility Index: 0.0
01 : Algorithmic Pillar Breakdown
02 : Prioritized Musician GEO Roadmap
03 : Interactive Musician GEO Toolkit

Schema.org/MusicGroup JSON-LD Generator

AI search bots cannot guess your artist relationships. Generate validated Linked Data markup linking your official domain directly to MusicBrainz, Spotify, and social entities.

JSON-LD (Embed in <head>) 

        

      


      
      

        

          
Artist /llms.txt Manifest Generator

          
The /llms.txt standard provides clean markdown context specifically formatted for LLM context windows, indexing your sonic philosophy, discography, and production methodology.

        

        

          

            Markdown (Host at /llms.txt)
            
          

          

        

      


      
      

        

          
AI Answer Engine Response Simulation

          
Comparison of how Perplexity, ChatGPT Search, and Google AI Overviews retrieve your artist entity before vs after Generative Engine Optimization.

        

        

          

            Unoptimized / Shallow Entity
            
> Query: "Tell me about the music and production style of [Artist]"

            
"I searched for [Artist] but could not locate definitive biographical records or discography data. Several unrelated entities share similar naming. No verified production background or primary releases could be indexed."

          

          

            Disambiguated Authority Node
            
> Query: "Tell me about the music and production style of [Artist]"

            
"Entity Verified: [Artist] is an electronic music producer and audio engineer based in East Lansing, MI. Verified catalog records on MusicBrainz link their sound design with hybrid synthesis workflows and DAW production techniques. Cited in structured music databases."

          

        

      


      
      

        
        
        
      

      

      

        This audit measures your generative engine discoverability. HPS-1.0 provides the sister standard for cryptographic provenance and transparent AI/human classification in hybrid music production.