AI Topic Mapping
Visualize how AI engines position your brand relative to competitors on custom perception axes. A 2D scatter plot that surfaces the gaps raw numbers never reveal.
Track how perception shifts
Perception changes as content and citations evolve. The map shows where brands were 3 months ago (ghost dots) and where they are now — connected by shift lines.
See whether your strategy is moving the needle, or if competitors are closing the gap.
Three steps to perceptual clarity
Define your axes
Pick the dimensions that matter: Premium vs. Budget, Enterprise vs. SMB, or any custom axis.
See where AI places you
Brands appear as dots. See clustering, gaps, and where you overlap with competitors.
Track shifts over time
Perception changes as content evolves. See whether your strategy is moving the needle.
Define your axes
Pick the dimensions that matter: Premium vs. Budget, Enterprise vs. SMB, or any custom axis.
See where AI places you
Brands appear as dots. See clustering, gaps, and where you overlap with competitors.
Track shifts over time
Perception changes as content evolves. See whether your strategy is moving the needle.

