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← selected work
Product

LLM Rank Monitor

An AI-search visibility and GEO/AEO monitoring platform for tracking how brands appear across LLM-powered answer systems.

Live
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Business problem

Traditional search reporting does not show how consistently a brand appears, is described, or is cited inside AI-generated answers.

Constraints

  • Answer systems vary in access, behavior, and output format.
  • Results need enough context to be useful without implying false precision.
  • Public claims must stay separate from actual measured observations.

Approach

  • Define repeatable prompts and brand topics worth monitoring.
  • Capture answer-system outputs with their context and source signals.
  • Organize observations so changes can be reviewed over time.

What was built

A live SaaS platform for monitoring prompts, storing answer evidence, comparing brand visibility, tracing citations, and turning repeated findings into prioritized recommendations.

AI’s role

LLM answer systems are both the subject of the monitoring and part of the analysis workflow.

Morgan’s role

Product strategy, search methodology, system design, and development.

Technologies and systems

LLM-powered answer systemsAI-search monitoringGEO/AEO research

Outcome

No public outcome or performance metric has been added for this project.

Current status

The product is live at llmrankmonitor.com.