Model Drift
Statistically significant changes in an AI model's citation behaviour over time following training updates – brands that were frequently cited can suddenly disappear from AI responses without warning.
This term is part of the 3LA EntityMap → /entitymap.html
Related terms
Citation Decay
metricThe gradual decline in AI citation rate for content over time – the AI equivalent of ranking decay, traceable as falling mention rate in Brand Analyzer trends.
Brand Analyzer
toolA 3LA platform product that tracks brand mentions and citation rate across five AI models: ChatGPT (GPT-5.2), Claude Sonnet 4.6, Gemini 3.1 Pro, Perplexity (Sonar), and Mistral Large. Provides Share-of-Model data and competitive AI visibility benchmarking. Driven by Capability Profile data.
Generative Engine Optimization
coreThe practice of optimizing content to be retrieved and cited by AI-powered answer engines. 3LA's Layer 3 score measures GEO performance as citation rate and sentiment across ChatGPT, Claude, Gemini, Perplexity, and Mistral. Distinct from classical SEO which optimizes only for search engine crawlers.


