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Measure the stability of your AI citation footprint

CitationVolatility Tracker

Measure the stability of your AI citation footprint with a 30-day coefficient of variation per assistant. Why this matters →

Citation Volatility · 30 days

Coefficient of variation per assistant

simulated

Avg volatility (CV)

36%

C

ChatGPT

Moderate
SD: 10CV: 34%
C

Claude

Stable
SD: 11.3CV: 20%
P

Perplexity

Stable
SD: 7.2CV: 15%
G

Gemini

Volatile
SD: 9.3CV: 74%

How it works

The tool generates a 30-day citation volume series per assistant and computes the coefficient of variation (CV = standard deviation ÷ mean). Low CV means your brand is consistently cited - high CV means you're rotating in and out of the answer set.

Why volatility matters

  • Stable citation signals tell you the assistant trusts the source; volatile signals mean you're being tested against alternatives on every query.
  • Rising volatility usually precedes a drop - when the assistant starts experimenting with new sources, one of them is going to replace you.
  • Falling volatility is the best leading indicator of a successful GEO campaign - it means the assistant has committed to you.

Dig deeper

Pair this with the Citation Tracker for URL-level volume and the Source Authority Tracker to see whether authority or volatility is the dominant factor.

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