CitationLab
by CitationLab

The Citation Journal

Original research, analyses, case studies, and news on AI visibility and the future of search.

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Glossary

What is the Universal Commerce Protocol (UCP)? A complete explanation

The Universal Commerce Protocol (UCP) is the open standard that lets AI agents shop across stores with a single integration. Here is what UCP actually is, who is behind it, and how it differs from OpenAI's Agentic Commerce Protocol (ACP).

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Platforms

How to make your products visible in ChatGPT Shopping

ChatGPT now recommends and buys products right inside the conversation. Here is the step-by-step guide to getting your products into ChatGPT Shopping — the product feed, Instant Checkout via ACP, and how to actually get recommended.

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Industry

Is your store ready for AI shopping agents? A UCP checklist

AI agents will soon shop on behalf of your customers. This 10-point checklist shows whether your store is ready for UCP, ACP and ChatGPT Shopping — and what to fix first.

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GEO/AEO/LLMO

LLM SEO: How to optimize your content for large language models

LLM SEO is the practice of optimizing content so large language models like ChatGPT, Gemini and Perplexity retrieve, understand and cite it. Here is what actually works — and how LLM SEO differs from classic SEO.

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GEO/AEO/LLMO

The complete guide to AI search optimization (AEO, GEO and LLMO)

Everything you need to become visible in AI-driven search experiences — in one place. From AEO, GEO and LLMO to measurement, the platforms and agentic commerce. The complete, up-to-date guide for 2026.

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GEO/AEO/LLMO

What is an AI website

More and more people ask ChatGPT, Gemini and Google for recommendations instead of clicking through links. An AI website is built to be found and recommended in those answers. Here is what that means in practice.

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GEO/AEO/LLMO

Brand Entity Equity: How to Build Your Brand's AI Capital

Brand Entity Equity is the total trust AI models have in your brand. Companies with high Entity Equity are cited up to 5x more often. Here's the framework for building, measuring, and strengthening your position.

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Measurement & Tools

Share of Model KPIs: How to Report AI Visibility to Leadership

Share of Model is the new market share — but how do you turn it into a reportable KPI? Here's the framework for defining, measuring, and communicating AI visibility metrics that leadership understands.

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AI & Search

How to Prepare Your Brand for AI Search in 2026

AI models like ChatGPT, Gemini, and Perplexity are fundamentally changing how people find information. Those who build entity authority now will dominate the recommendations. Here's what you need to know.

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Growth

The ABC Method: A Framework for Measurable Growth

73% of marketing budgets go to initiatives without documented impact. The ABC method (Acquisition, Behavior, Conversion) gives you a data-driven framework to prioritize what actually drives growth.

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