AI Citation Optimization

AI Citation Optimization is a core component of Generative Engine Optimization (GEO) that focuses specifically on structuring content to maximize the likelihood of earning LLM Citations and AI Brand Mentions.

Why It Matters

This includes implementing clean Schema Markup, writing clear, declarative statements, and providing strong expert credentials and third-party validation to reinforce Content Authority. Its objective is to ensure that when an LLM synthesizes an answer, the brand's content is the source of choice for the relevant facts .

How We Use It at Soprano

We use strict formatting: bold definitions, clear "What is X" headings, and data tables. This "spoon-feeds" the AI, making our content the easiest to cite. We want to be the "reference book" that the AI pulls from.