Share of Model
LLM Visibility TrackerTracks brand share of voice across AI model responses
Overview
Share of Model takes a laser-focused approach to AI visibility tracking by measuring brand share of voice specifically within large language model responses. While most AI SEO tools try to cover everything from content optimization to technical audits, this platform does one thing: track how often your brand gets mentioned when users ask AI models questions.
The tool emerged in 2025 as businesses realized they needed dedicated tracking for AI model responses, not just traditional search results. Unlike broader platforms like AccuRanker AccuLLM or AI Brand Tracking that blend multiple features, Share of Model concentrates entirely on the share-of-voice metric that matters most for brand visibility in AI search.
The platform's core value lies in its focused methodology. Rather than tracking dozens of metrics across various AI touchpoints, it measures competitive brand positioning within actual AI responses — the metric that directly impacts how often your company gets recommended to users asking AI models for advice, product suggestions, or industry insights.
Score breakdown
Composite Score
38.0Our review
Share of Model measures brand share of voice across AI models, providing competitive benchmarking for how often brands are recommended or mentioned by different AI platforms.
Pros
- ✓Focused share of voice metric across multiple AI models
- ✓Competitive benchmarking against industry peers
- ✓Trend tracking to see share changes over time
- ✓Clear metric for AI brand visibility
Cons
- —Very narrow feature set — share of voice only
- —Limited actionable optimization insights
- —Early-stage platform
Best for
Key features
AI Model Response Tracking
Monitors how often your brand appears in responses from ChatGPT, Claude, Gemini, and other major LLMs. Provides baseline visibility metrics across the AI search ecosystem.
Competitive Share Analysis
Measures your brand's share of voice against direct competitors in AI model outputs. Shows which brands dominate specific query categories.
Query-Level Attribution
Breaks down brand mentions by query type and intent, revealing where you're winning or losing ground in AI responses.
Response Context Analysis
Examines how your brand is positioned within AI responses — as a primary recommendation, alternative option, or brief mention.
Pricing
| Plan | Price | Includes |
|---|---|---|
| Contact for Pricing | Unknown | Brand share tracking, competitive analysis, LLM response monitoring |
FAQ
How does Share of Model differ from traditional SEO tracking?
Share of Model focuses exclusively on brand mentions within AI model responses rather than traditional SERP rankings. It measures share of voice across ChatGPT, Claude, and similar platforms where users increasingly search for information.
Which AI models does Share of Model track?
The platform monitors major LLMs including ChatGPT, Claude, Gemini, and other conversational AI systems. Coverage varies based on API access and model availability.
Can Share of Model track competitor mentions?
Yes, the platform provides competitive analysis by tracking how often competitor brands appear in AI responses for the same queries. This helps identify market positioning and opportunity gaps.
AI Platform Coverage
Capabilities
AI Visibility Metrics
Content & Optimization
Entity SEO
Traditional SEO
Technical & Integrations
Integrations
Social Proof
Notable Customers
How does Share of Model compare?
Side-by-side comparisons with AccuRanker AccuLLM, AI Brand Tracking, AI Rank Checker, and more.
aiseo.is Score
#19 of 78 in LLM Visibility Tracker
Review Sentiment
🟠Reddit sentiment
mixed10 threads in DigitalMarketing, Agent_SEO, aeo
“We are basically moving from Share of Voice to Share of Model. But there is a massive nuance people are missing and that is Citation Accuracy.”
r/Agent_SEO
“we call it 'Share of Model' at VectorGap instead of GVS, but the logic is identical. snapshot-based testing is basically vanity metrics at this point.”
r/SaaS
🔵𝕏 sentiment
positive6 posts
“Tracking 'Share of Model' is the new rank tracking.”
@VectorGapAI
“In 2026, clicks are a vanity metric. If you aren't learning how to track brand mentions in AI search, you're losing 25% of your traffic to LLMs.”
@AllAboutAicom
Last updated Feb 2026
Quick Facts
Target Market
Industries
Alternatives
AccuRanker AccuLLM$129/moAI Brand TrackingUnknownAI Rank CheckerUnknownAI SEO TrackerUnknownAI VisibilityUnknownRelated Terms
Category
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