Category Landscape — Awareness

Measure brand awareness inside an LLM-driven category landscape with mention rate, position and share of voice.

Brand awareness is a key metric for visibility and recognition in a market. When evaluated through LLMs, awareness in a specific category gives you data-driven insight into how often a brand is mentioned or recognised across digital contexts. Use it to understand your presence relative to competitors and refine your marketing and communication strategies.

Why awareness matters

Awareness is the foundation of brand loyalty, engagement and market share. Tracking how frequently your brand is mentioned inside LLMs reveals its prominence vs. competitors in the same category. High mention rates and share-of-voice metrics indicate strong market visibility; lower awareness signals where positioning needs work.

Through charts like Average Position vs Mention Rate and Share of Voice (by model and over time), you can benchmark performance, identify visibility gaps and monitor changes in market presence over time.

Interpreting the charts

Average Position vs. Mention Rate

Two complementary metrics give insight into a brand’s digital presence: the Mention Rate and the Average Position.

Mention Rate

Mention Rate (%) quantifies how often a brand appears in the top 25 results returned by LLMs for a specific category. It represents the frequency of a brand’s presence relative to its competitors, expressed as a percentage.

Example: a brand appearing 15 times out of 100 searches in the top 25 results has a Mention Rate of 15%. The metric benchmarks visibility — how often a brand is recognised relative to competitors.

Average Position

Average Position is the mean rank of a brand within the top 25 results when it appears. If a brand appears at positions 3, 10 and 15 in various searches, the average position is the sum of positions divided by the number of times it appears.

A lower value means a stronger presence near the top of the results — greater relevance or authority within the category.

Combined readings

Combination	Reading
High Mention Rate + Low Average Position	Strong visibility and relevance — ideal positioning.
High Mention Rate + High Average Position	Visible but ranks lower — recognition without leadership.
Low Mention Rate + Low Average Position	Niche strength — appears infrequently but ranks well.
Low Mention Rate + High Average Position	Significant improvement needed in both visibility and relevance.

Average Position vs Mention Rate chart

Share of Voice by Model

The chart combines Brand Mention Rate and Average Position to show your brand’s standing relative to competitors across LLMs. Share of Voice focuses on the top 10 most visible brands, providing a clear benchmark.

Share of Voice by Model

• Y-axis — weighted Share of Voice (%).
• X-axis — ranked brands.

A high Share of Voice and a top-three rank signals strong cross-LLM visibility. A lower position despite good mention rate suggests positioning needs work.

Share of Voice over time

Tracks weighted Share of Voice for key brands, combining Brand Mention Rate and Average Position to reveal trends and shifts.

Share of Voice over time

• X-axis — weighted Share of Voice (%).
• Y-axis — time.

Monitoring the SOV trend reveals patterns linked to marketing campaigns, product launches, or shifts in consumer sentiment.

What’s next

Pros & Cons

Move from awareness to perception.

Key Attributes

Per-attribute brand-vs-competitor perception scoring.