maximus-llm-visibility-tracking
LLM Visibility Tracking
Measure citation share, not just rankings.
Turns AI visibility into a tracked metric: a fixed query panel, repeated sampling across assistants, and share-of-citation trends you can report on.
Use it when
- You are investing in AEO/GEO and need proof it is working.
- You want to know which assistants already cite you.
- A competitor dominates generated answers and you need the delta quantified.
How it runs
- 01
Query panel
Fix a representative, stable set of questions per topic.
- 02
Sampling
Repeat runs across engines, since answers vary between sessions.
- 03
Attribution
Record who is cited, which page, and in what position.
- 04
Share metric
Compute citation share per topic and per competitor.
- 05
Trend and alert
Track movement over time and flag losses.
What you get
- Citation share dashboard by engine and topic
- Competitor citation leaderboard
- Trend log with change alerts
Guardrails
- Reports variance honestly — single runs are not evidence.
- Never presents sampled estimates as exact traffic numbers.