The problem
Companies have very little visibility into whether, how and on which sources AI systems mention their brand or competitors.
Project 06 · AI visibility & AEO
LLM Tracker / AI Visibility Platform
A SaaS platform for systematic monitoring of brand mentions, answers, sources, sentiment and competitors across the leading generative search and answer engines.
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The approach
A measurement platform with fixed prompt sets, recurring checks, source analysis, competitor comparison and dashboards by brand, topic and AI system.
The impact
Measurable AI visibility, concrete AEO priorities and an evidence-based approach to content, reputation and brand positioning.
My role
Product strategy, monitoring model, data structure and SaaS positioning
I connect strategy, user needs, technology and execution. The result is not an isolated demo, but a product that can be used, maintained and expanded in practice.
For this project, technical choices were continuously connected to the daily process, the people using it and the result the solution needed to deliver.
The building blocks behind LLM Tracker / AI Visibility Platform
Prompt setsLLM monitoringDashboardsSource analysisSaaS