See whether your product gets named, why competitors appear, and what proof the model needs before it recommends you.
Public snapshot preview
Market answer position
Market
Inline AI usage controls
Primary
XYZ Security
Model
GPT-5.5
Position score
0.74
+0.08
Gap to leader
-0.30
watch
Signal families
Gap gauge
30 point gap to the visible leader.
Trend preview
Switch between Overall, Mentions, Alternatives, Capabilities, and Buyer Narratives — each a different way the model ranks your product.
Actions to take, evidence to create, content to publish, and validation that the model now reads the capability differently.
Every snapshot. Every rival. Every model. Kept. Each day adds a row to a market history no competitor has — so when AI shifts who it recommends, you see it before the buyers do.
Each rival move and market signal gets a score, a why-it-matters note, and an alert the moment something shifts that you should act on.
Runtime protection as the new baseline in browser security
Reinforces a runtime narrative gaining broad market adoption.
Browser isolation reduces enterprise risk exposure
Quantified proof point supporting an isolation value claim.
Data leakage prevention in the browser is underweighted
Open opportunity space with low competitive saturation.
Defend your positioning.
See which narrative the model attaches to your product — and which one your rival wins.
Catch rival moves.
Daily alerts when a competitor's mentions, alternatives, or answer share shift.
Ship proof the model trusts.
Copy the structures rivals already use to win the answer — annotated and ready to brief.
Pick the market your product competes in, then see where models name you, which competitors appear, and where the answer gap is opening.
Search Tools & Optimization — track how AI models rank discovery platforms and SEO utilities.
Hotels & Hospitality — track which hotel brands and booking platforms AI models recommend for travelers.
Productivity & Development Tools — see which software tools AI assistants recommend most.
Legal Services — track which family and corporate law firms AI assistants mention and recommend.
Hospital Systems & Healthcare — track which hospital networks and medical centers AI assistants recommend for patients.
Medical Services — follow private clinics and health brands as AI models cite them in results.
Daily snapshots across ChatGPT, Gemini, Claude, and Perplexity.