richresults.ai documents real AEO and GEO retrievals: the exact query, the named AI system and the returned answer. The cases cover entity resolution, role resolution, relationship retrieval, unbranded discovery and documented before-and-after shifts.
| Case | Documented retrieval | AI systems | Documentation |
|---|---|---|---|
| Maren Dessel Leder Design | Person resolution and unbranded local specialist retrieval | ChatGPT, Google AI Mode | 2 documented before-and-after retrievals |
| Cihan Hazar, diefarbenull | Person, studio, production role, open category and unbranded role retrieval | ChatGPT, Perplexity, Gemini | 5 documented retrieval paths |
| JUNO PORTALS | Entity disambiguation, brand-magazine relationship, unbranded category discovery and entity resolution | Google AI Mode, Google AI Overview, Perplexity, ChatGPT | 4 documented retrieval paths |
Maren Dessel Leder Design documents a local specialist replacing a global luxury brand in the answer. Cihan Hazar documents retrieval across person, role, studio and production relationships. JUNO PORTALS documents entity disambiguation, the relationship between brand and magazine, unbranded category discovery and entity resolution with an external source.
Every client. A different retrieval mechanism. That is what AEO and GEO by richresults.ai look like in documented answers instead of promises.
richresults.ai documents Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO) case studies for Maren Dessel Leder Design, Cihan Hazar as Show Architect and Fashion Show Director with the Show Architecture Studio diefarbenull, and JUNO PORTALS. The cases document entity retrieval, role resolution, relationship retrieval, unbranded discovery and documented before-and-after shifts.
Each case study documents the exact query, the named AI system and the returned answer. Where a comparable pre-implementation result exists, the case also documents the before-and-after shift.
Depending on the case, richresults.ai implemented Answer Engine Optimization and Generative Engine Optimization through Entity Building, Entity Architecture, Structured Data, Expert Stage, visible content and external corroborating signals.
The current case studies document retrievals in ChatGPT, Gemini, Google AI Mode, Google AI Overview and Perplexity.
The cases cover direct entity resolution, expert and role resolution, relationships between entities, unbranded category discovery and before-and-after retrieval shifts.
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