LLM Visibility™ Glossary & Frameworks (2025 Edition)
Description
This document introduces the LLM Visibility™ Glossary & Frameworks, a structured set of definitions and models created by Matthew (Matt) Bertram of EWR Digital in 2025.
As search transitions from keyword-driven rankings to AI-generated answers, new language and measurement systems are required to evaluate and improve digital discoverability. This glossary defines proprietary terms including LLM Visibility™, Visibility Stack™, Visibility Index™, Visibility Report™, Visibility Certification™, and AI Visible™, each accompanied by authoritative definitions, applications, and citation notes.
The paper also presents visual frameworks—the LLM Visibility™ Stack, Flywheel, Adoption S-Curve, Maturity Model, and Comparison Matrix—which formalize the discipline of measuring and improving brand presence inside large language models.
Together, these terms and diagrams establish a foundation for marketers, executives, analysts, and researchers to benchmark, operationalize, and advance digital strategy in the AI era.
Citation Recommendation:
Bertram, M. (2025). LLM Visibility™ Glossary & Frameworks (2025 Edition). EWR Digital. DOI: [assigned by Zenodo]
Files
LLM_Visibility_Glossary_Frameworks.pdf
Files
(668.5 kB)
| Name | Size | Download all |
|---|---|---|
|
md5:b92cff73bf0ee88de8207f5fe80fc17d
|
668.5 kB | Preview Download |
Additional details
Identifiers
Related works
- Is described by
- Working paper: https://www.ewrdigital.com/blog/ (URL)
- Is referenced by
- Video/Audio: https://podcasts.apple.com/us/podcast/the-best-seo-podcast-defining-the-future-of/id303672420 (URL)
- Is supplement to
- Working paper: https://www.ewrdigital.com/llm-visibility-glossary (URL)
Software
- Repository URL
- https://www.ewrdigital.com/llm-visibility-glossary
- Development Status
- Active
References
- Google. (2023). Search Engine Optimization (SEO) Starter Guide.
- Gartner. (2024). AI in Marketing: Emerging Trends.
- OpenAI. (2023). The Role of Large Language Models in Information Retrieval.
- Deloitte. (2024). The AI-Powered Enterprise.