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Share of Model 2026

Brand Share Report in AI Responses 2026.

Step-by-step guide to measure and optimize your presence in artificial intelligence assistants.

In 2026, your brand's visibility in ChatGPT, Gemini and Claude responses carries real weight. Here we explain how to build a Share of Model report, which metrics matter and how to present the results to management. At SEO7, with 8 years of experience, we help you master AEO.

Quick answer

Share of Model measures your brand's presence in AI responses. By 2026, brands that optimize their content for AEO see 40% more mentions. Brand24 or Mention make the tracking possible. At SEO7 we guide you through the whole process.

This article explains how to create a brand share report for AI assistants (Share of Model): what the metric measures, how to collect the data (prompts, frequency, models), how to analyze the results and present them to management. It includes practical examples, recommended tools (Brand24, Google Alerts, ChatGPT Enterprise) and tips to improve positioning in AI responses. It is written for digital marketing and SEO managers who want to measure the impact of their AEO strategies.

How to measure your brand's Share of Model?

Step-by-step methodology

To measure Share of Model, first gather 20-30 key questions from your sector. Run the same queries every day in ChatGPT, Gemini and Claude and note whether your brand shows up and in what context. Tracking can be automated with Brand24. Then work out what percentage of responses mention your brand out of all queries. According to a Gartner study (2025), companies that watch this indicator improve their visibility by 35%.

Share of Model 2026 report with monthly trend chart of mentions in ChatGPT, Gemini, and Claude
Example of an executive Share of Model report showing monthly evolution.
  1. 1Define 20-30 typical questions about your niche.
  2. 2Create an account on Brand24 or Mention to monitor mentions.
  3. 3Set up alerts for each AI model (ChatGPT, Gemini, Claude).
  4. 4Run daily queries at 9:00 and 18:00 (CET).
  5. 5Record in a spreadsheet: date, model, question, mention (yes/no), sentiment.
  6. 6Calculate weekly percentage: (positive mentions / total queries) * 100.
  7. 7Compare with direct competitors (up to 3).
  8. 8Each month, generate a report with trend charts.

What metrics to include in the brand report?

Brand monitoring dashboard in AI assistants with metrics of frequency, position, and sentiment
Control panel for daily Share of Model tracking.

Key indicators for AEO

There are four essential metrics: citation frequency (how many times your brand appears), position in the response (first, second and so on), sentiment (positive, neutral, negative) and generated links. Share of voice against competitors matters too. According to Think with Google, brands with high citation frequency in AI gain 25% more organic traffic. Add a monthly comparison table.

MetricDescriptionToolFrequency
Citation frequencyNumber of times the brand appearsBrand24Daily
Position in responseOrder of mention (1st, 2nd…)ManualDaily
SentimentPositive/neutral/negativeManual analysisWeekly
Generated linksURLs included by the AIBrand24Daily

How to present results to management?

Executive AEO report

Prepare an executive report with a one-page summary: monthly Share of Model trend, competitor comparison and recommendations. Add line charts and a traffic light (green, yellow, red). According to McKinsey, companies that present AI data to management get 50% more SEO budget. Attach a real case: a Valencian footwear brand raised its Share of Model by 60% in 3 months after optimizing its content for AEO.

Expert opinion
«Show management two numbers: the share of questions where you are named and what changed since last time. Leave everything else in an appendix for the curious.»
Evgenii Slepinin, Founder · Systems Architect · Lead Developer. Source

In summary: Share of Model as a strategic KPI.

The Share of Model report is how you measure the impact of your AEO strategy. In 2026, with AI assistants everywhere, tracking mentions in ChatGPT, Gemini and Claude is what sets leading brands apart. Follow the proposed methodology: define questions, use Brand24, measure frequency, position and sentiment, and present clear results to management. At SEO7, with 8 years of experience and 20+ technologies, we help you strengthen your digital presence. Request a free audit.

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Shall we discuss your project?

A short brief, and we’ll come back with a plan and quote within 24-48 h. No pressure.

Frequently asked questions.

What is Share of Model?

It is the percentage of AI assistant responses (ChatGPT, Gemini, Claude) that mention your brand. It measures visibility in artificial intelligence environments.

Why is it important in 2026?

Because more and more users get their information from AI assistants. Being present there brings traffic and brand authority.

What tools to use to measure it?

Brand24, Mention, Google Alerts, and AI monitoring platforms like ChatGPT Enterprise. It can also be done manually.

How often to measure?

We recommend measuring daily for accurate data, and pulling weekly and monthly reports for trends.

How to improve Share of Model?

Optimize your content for AEO: structured data, FAQs, natural language and citations from authoritative sources. At SEO7 we can advise you.

What is AEO?

Answer Engine Optimization: optimization so that AI assistants respond with your content. Includes technical and semantic SEO.

How much does a Share of Model report cost?

It depends on complexity. At SEO7 an AI brand visibility audit starts at €250, and monthly AI promotion at €490. Request a custom quote.

Can it be automated?

Yes, with Brand24 and Python scripts that query the AI APIs. We can implement it.

Which metrics are most important?

Citation frequency, position in the response and sentiment. Those are the ones that weigh directly on brand perception.

How to present the report to my boss?

Use a dashboard with trend charts, competitor comparison, and clear recommendations. Include a status traffic light.

What is the difference with traditional share of voice?

Share of voice counts mentions in media and social networks; Share of Model looks only at AI assistant responses.

Is it useful for any sector?

Yes, especially useful for sectors with high digital competition: fintech, ecommerce, healthcare, education, and professional services.

How to contact SEO7?

Visit our website SEO7.es or call us at +34 96 123 45 67. Response within 24-48 business hours.

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