librosa.orgin ChatGPT and AI OverviewsUK market · Q3 2026 snapshot3 keywords · 3.5k/mo

AI Visibility Report forlibrosa.orgin ChatGPT and AI Overviews

librosa
Domain report
The searches librosa.org competes for i3keywords3.5ksearches/mo
ChatGPT
Names a brand i3.5k/mo
ChatGPT answers every search. The only question is whether a brand gets named, and across the market it usually is.
AI Overviews
AIO appears i3.5k/mo
Names a brand i560/mo
librosa's market is very small: it ranks in Google's top results on only 3 keywords, too few to carry a market context, so every percentage divides by those few searches.
1

Overall performance

ChatGPT
0%of answers mention you i
Cited as a source i89%
Sentiment iComing soon
AI Overviews
100%of answers mention you i
Cited as a source i11%
Sentiment iComing soon
2

Competitive map i

Ment. iCited i
3

Performance by category i

Sort by
4

Performance by keyword i

Sentiment
Mention
Citation
Sentiment Coming soon
Sort by
Keyword i▼Volume / moMentionedCitedMentionedCited
stftview ↗390×-✓#14
mel spectrogramview ↗170×#2✓-
spectrogramview ↗2.9k×#4○-
stft view ↗390 / mo
ChatGPT
×
Cited -
AI Overviews
✓
Cited #14
mel spectrogram view ↗170 / mo
ChatGPT
×
Cited #2
AI Overviews
✓
Cited -
spectrogram view ↗2.9k / mo
ChatGPT
×
Cited #4
AI Overviews
○
Cited -
Every keyword above was asked as one real question through ChatGPT and AI Overviews, with our improved AI asking. We read who gets named and cited, then weight it by real Google demand. How it works
5

Top cited pages i

PageKeywordsVolume / mo

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