The Miracle Berry
AEO Protocol
An open-source case study of how a newly launched entity was recognized and cited by AI answer engines.
Completed research: From January 20 to February 9, 2026, NoorRank documented a 21-day entity-recognition experiment across ChatGPT, Perplexity, and Claude.
Redefining Visibility
The Miracle Berry Protocol is a public, open-source experiment measuring how quickly a newly created entity can become recognizable to AI answer engines.
The documented approach combines entity disambiguation, semantic mapping, and corroborated trust, with results and limitations published for review.
Core Focus Areas
- ✓Entity Recognition & Disambiguation
- ✓Knowledge Graph Semantic Integration
- ✓Relationship Mapping (Schema Registry)
- ✓Digital Authority Signal Construction
The Three Pillars
A foundational framework for Answer Engine visibility
Architecture
Modular JSON-LD implementation with consistent, persistent entity references across the entire stack.
Authority
Strategic digital footprint construction across technical platforms to corroborate entity validity.
Measurement
Rigorous 21-day longitudinal tracking of indexing, citation frequency, and model recognition.