What is Brand Inclusion Rate?
Definition & Overview
Measures how reliably AI engines include your brand when users search for broad problem-solution queries (e.g., "best project management tools for remote teams") without explicitly typing your brand name.
Analogy & Mental Model
If a buyer asks for the top five cars for families and your model is listed 9 out of 10 times, your Brand Inclusion Rate is 90%.
Why Brand Inclusion Rate Matters
A high Brand Inclusion Rate guarantees that uncommitted buyers exploring a category discover your brand early in their evaluation process.
Concrete Real-World Application
A developer tools company achieving an 85% Brand Inclusion Rate for queries like "best database migration platforms for PostgreSQL".
How Brand Inclusion Rate Works
Calculated by executing non-branded category prompts and tracking brand appearances.
Core Components & Mechanisms
Category Query Selection
Identifying top unbranded problem keywords used by buyers.
Unbranded Prompt Execution
Submitting queries without brand names to conversational AI platforms.
Inclusion Audit
Calculating the percentage of outputs where your brand is listed among recommended options.
Brand Inclusion Rate vs AI Share of Voice
AI Share of Voice measures total brand mentions in AI outputs, whereas Brand Inclusion Rate measures the percentage of unbranded category queries in which your brand is included.
Frequently Asked Questions
How can a brand improve its Brand Inclusion Rate?
Improve inclusion by establishing clear entity categorization on G2/Wikipedia, publishing detailed comparison tables, and adopting BLUF formatting.
Articles & Research Referencing Brand Inclusion Rate
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