Feature3 min read

Competitive Analysis

See who wins each engine: visibility by engine for every brand, plus head-to-head win/loss/tie records.

Engines disagree with each other constantly. Competitive Analysis breaks your market down engine by engine, so you can see where you dominate, where you trail, and against whom.

Visibility by engine

The engine table shows each brand's visibility per engine. Read it column by column: a brand can own one engine and be invisible on another, and each gap is a separate, fixable problem.

Screenshot: Visibility-by-engine table across all brands

Head-to-head records

For each competitor, the head-to-head record counts prompts where you scored higher (W), lower (L), or tied (T). It turns the abstract score gap into "we lose these 9 specific prompts to them" — which is a to-do list.

Screenshot: Head-to-head W/L/T records against each competitor