Solutions
Eye for Business Strategists
Use AI visibility and citation intelligence as a market signal. See how categories are described, which competitors win, and what drives recommendations.

Outcomes teams care about
Eye turns model behavior into visibility, citations, and concrete next steps you can validate.
Category narrative intelligence
Understand how answer engines describe your space and what themes dominate.
Competitor positioning
See who gets recommended, where you’re outranked, and why.
Source-of-truth mapping
Identify the domains and citations that influence market perceptions.
Validation loops
Re-run consistently to measure change after launches, comms, or site updates.
What you’ll actually do in Eye
Use a small set of repeatable workflows that keep the depth while staying easy to act on.
Monitor competitor movements
Track changes in share of voice and sentiment across runs.
Analyze citations & concentration
See where models pull narratives from and which sources dominate.
Identify content gaps
Understand where you’re missing in critical query clusters.
Export executive-ready views
Share clear summaries with supporting evidence and drilldowns.
Stress-test messaging
Use Prompt Lab to see how narrative framing changes recommendations.
Track risk & misrepresentation
Spot negative drivers early and validate remediation over time.
See the depth you get—without the clutter
Drill down from charts and tables into evidence, sources, and changes across runs.
Competitive matrix
Understand pressure and positioning across competitors and query clusters.

Share of voice trends
Track who dominates category narratives across platforms over time.

Cited domains dynamics
Monitor the sources that influence narratives and how they change.

Solar view (signals)
A high-level view of market signals across platforms to guide strategy.

Ready to see how AI represents you?
Create a project, add prompts, and start measuring visibility across answer engines in minutes.