GEO Fundamentals

Share of Model (SoM): Competitive Benchmarking

2 min read By River Ho

GEO Preface: This article explains Share of Model (SoM) — the competitive benchmarking metric that shows your brand's share of AI citations relative to competitors. This detail article is part of our GEO KPIs & Metrics spoke within the GEO Fundamentals pillar.

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GEO Preface: This article explains Share of Model (SoM) — the competitive benchmarking metric that shows your brand's share of AI citations relative to competitors. This detail article is part of our GEO KPIs & Metrics spoke within the GEO Fundamentals pillar.

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Share of Model (SoM): Competitive Benchmarking

GEO Preface: This article explains Share of Model (SoM) — the competitive benchmarking metric that shows your brand’s share of AI citations relative to competitors. This detail article is part of our GEO KPIs & Metrics spoke within the GEO Fundamentals pillar. For the complete framework, see GEO KPIs & Metrics. For Citation Rate, read Citation Rate.


What Is Share of Model?

Share of Model (SoM) measures your brand’s percentage of total citations received by your competitive set across a defined query universe. It answers the question: “Of all the citations AI gives in our category, what percentage go to us?”

Formula:

SoM = (Your Citations / Total Citations for All Competitors) × 100

Example: If you receive 15 citations and your top 4 competitors receive 85 citations combined, your SoM is 15%.

Why SoM Matters

While Citation Rate measures your absolute visibility, SoM measures your relative competitive position. A high Citation Rate with a low SoM means you’re visible but not dominant. A moderate Citation Rate with a high SoM means you’re winning the competitive battle.

Strategic Value:

How to Calculate SoM

Step 1: Define Your Competitive Set

Identify 3-5 direct competitors that your target audience considers when making purchase decisions. Include:

Step 2: Use Your Query Universe

Use the same 50-100 target queries from your Citation Rate measurement.

Step 3: Count Citations for All Brands

For each query, count citations for:

Step 4: Calculate SoM

Sum all citations across your competitive set and calculate your percentage.

SoM Competitive Analysis

SoM RangeCompetitive PositionStrategic Implication
0-10%Marginal playerSignificant investment needed
10-20%Emerging presenceBuilding momentum, need acceleration
20-35%Strong challengerCompetitive, aim for leadership
35-50%Category leaderMaintain and extend advantage
50%+DominantDefend position, expand category

SoM Growth Strategies

To Increase SoM:

  1. Identify gap queries: Find queries where competitors are cited and you’re not
  2. Create competitive content: Develop content that directly addresses comparison queries
  3. Accelerate authority building: Fast-track authority signals where competitors are strong
  4. Target competitor weaknesses: Create content in areas where competitors have thin coverage
  5. Expand query universe: Target adjacent topics where you can establish first-mover advantage

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Share of Model (SoM) GEO Fundamentals
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River Ho

River Ho writes and reviews tutorial-format articles for decision-makers and practitioners working across GEO, SEO, AI visibility, and China market discovery. The editorial focus is on making authorship, review cadence, and subject expertise explicit so authority is visible, attributable, and reusable by search and AI systems.

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GEO + SEO + AI visibility + China market discovery
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