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Share of Model in AI

Share of Model: How to Measure and Optimize Citations in Generative AI 2026.

Learn to quantify your brand's presence in generative AI responses and improve your content strategy.

Share of Model (SoM) is the metric that measures how often your brand or content is cited in responses from AI models like ChatGPT, Gemini, and Claude. In 2026, with the consolidation of generative search, optimizing your SoM is key to maintaining visibility. This article guides you through its measurement and improvement.

Quick answer

Share of Model (SoM) measures the percentage of times your brand is cited in generative AI responses. By 2026, it is estimated that 40% of searches will be answered by AI (Gartner). Optimize your content with structured data, expert citations, and direct answer formats to increase your SoM.

Share of Model (SoM) is an emerging concept in SEO for generative AI. Unlike traditional Share of Voice (SOV), which measures visibility in search engines, SoM quantifies direct citations in models like ChatGPT, Gemini, and Claude. With the mass adoption of generative search in 2026, brands must adapt their content to be referenced by these AIs. This article explains how to measure SoM, what tools to use, and what content strategies to implement to improve citations. Data from Statista and Gartner on the growth of generative AI are included.

How to Measure Share of Model in 2026?.

Practical method to quantify AI citations

Measuring Share of Model requires a systematic process. First, define a set of questions or prompts relevant to your industry. Then, use AI monitoring tools like Brand24 or Mention, which already include generative model tracking. You can also use custom scripts with OpenAI, Google, and Anthropic APIs. Calculate the percentage of responses where your brand appears out of total prompts. According to a 2026 Statista study, 35% of companies already monitor their SoM quarterly.

Share of Model chart showing brand citations in ChatGPT, Gemini, and Claude in 2026
Evolution of a brand's Share of Model in the main generative AI models during 2026.
  1. 1Define a set of 50-100 key prompts from your industry.
  2. 2Run the prompts on ChatGPT, Gemini, and Claude simultaneously.
  3. 3Record the full responses from each model.
  4. 4Identify direct mentions of your brand or content.
  5. 5Count the number of responses where you appear.
  6. 6Divide that number by the total number of responses (prompts).
  7. 7Multiply by 100 to get the SoM percentage.
  8. 8Repeat the process monthly to see trends.

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What Tools to Use to Measure AI Citations?.

Brand24 tool dashboard measuring citations in generative AI
Brand24 interface showing tracking of citations in ChatGPT, Gemini, and Claude.

Key platforms and APIs for tracking

In 2026, several specialized tools exist for measuring citations in AI models. Brand24 offers an AI module that tracks mentions in ChatGPT, Gemini, and Claude. Mention has added support for generative responses. For more granular control, you can use official APIs: OpenAI API (ChatGPT), Google AI API (Gemini), and Anthropic API (Claude). Additionally, platforms like SEMrush and Ahrefs are integrating SoM metrics into their dashboards. According to Gartner, 60% of marketing companies will use these tools by 2027.

ToolModels CoveredMonthly PriceEstimated Accuracy
Brand24ChatGPT, Gemini, Claude100-500 €85%
MentionChatGPT, Gemini150-400 €80%
Custom APIsAll (customizable)Variable cost95%

How to Optimize Content to Increase Share of Model?.

Content strategies to be cited by AIs

To increase your Share of Model, create content that AIs consider authoritative and easy to cite. Use structured data (schema.org), answer direct questions with lists and tables, and cite verifiable sources like Statista studies or Gartner reports. Also, keep your content updated: AIs prefer recent information. According to a 2026 Think with Google study, content in question-answer format is 50% more likely to be cited. Including clear definitions and concrete examples is also helpful.

Expert opinion

«Content in question-answer format with structured data is 50% more likely to be cited by generative AI models.»
Think with Google — Content and generative search study. Source

In summary: Share of Model in 2026.

Share of Model is the key metric to measure your brand's presence in generative AI responses. In 2026, with generative search on the rise, monitoring and optimizing your SoM is essential. Use tools like Brand24 or custom APIs to measure citations in ChatGPT, Gemini, and Claude. To improve your SoM, create structured, updated content in question-answer format. Brands that invest in SoM grow 30% faster according to Gartner. Start measuring and optimizing your Share of Model today.

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