nltk.orgin ChatGPT and AI OverviewsUK market · Q3 2026 snapshot17 keywords · 8.9k/mo

AI Visibility Report fornltk.orgin ChatGPT and AI Overviews

NLTK Natural Language Toolkit
Domain report
The searches nltk.org competes for i17keywords8.9ksearches/mo
ChatGPT
Names a brand i7.5k/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 i8.4k/mo
Names a brand i4.2k/mo
nltk's market is very small: it ranks in Google's top results on only 17 keywords, too few to carry a market context, so every percentage divides by those few searches.
1

Overall performance

ChatGPT
15%of answers mention you i
Cited as a source i17%
Sentiment iComing soon
AI Overviews
16%of answers mention you i
Cited as a source i35%
Sentiment iComing soon
2

Competitive map i

1 of the keywords carry nltk.org's brand names; others do not compete on them, so we set them aside in this map.
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
tokenizeview ↗2.4k×-○-
levenshtein distanceview ↗1.3k○-○-
lemmatizeview ↗320✓#2✓-
nlp bookview ↗260×-×-
with python openview ↗170×---
sentiment analysis vaderview ↗140✓#3✓-
natural language processing in pythonview ↗90✓#2--
nltk stopwordsbrandedview ↗50✓#1--
best nlp bookview ↗
edit distanceview ↗
latent dirichlet allocationview ↗
python install numpyview ↗
python poemview ↗
python tokenizerview ↗
sentiment analysis in pythonview ↗
stop wordsview ↗
theme detectionview ↗
tokenize view ↗2.4k / mo
ChatGPT
×
Cited -
AI Overviews
○
Cited -
levenshtein distance view ↗1.3k / mo
ChatGPT
○
Cited -
AI Overviews
○
Cited -
lemmatize view ↗320 / mo
ChatGPT
✓
Cited #2
AI Overviews
✓
Cited -
nlp book view ↗260 / mo
ChatGPT
×
Cited -
AI Overviews
×
Cited -
with python open view ↗170 / mo
ChatGPT
×
Cited -
AI Overviews
-
Cited -
sentiment analysis vader view ↗140 / mo
ChatGPT
✓
Cited #3
AI Overviews
✓
Cited -
natural language processing in python view ↗90 / mo
ChatGPT
✓
Cited #2
AI Overviews
-
Cited -
nltk stopwords view ↗50 / mo
ChatGPT
✓
Cited #1
AI Overviews
-
Cited -
best nlp book view ↗
ChatGPT
AI Overviews
edit distance view ↗
ChatGPT
AI Overviews
latent dirichlet allocation view ↗
ChatGPT
AI Overviews
python install numpy view ↗
ChatGPT
AI Overviews
python poem view ↗
ChatGPT
AI Overviews
python tokenizer view ↗
ChatGPT
AI Overviews
sentiment analysis in python view ↗
ChatGPT
AI Overviews
stop words view ↗
ChatGPT
AI Overviews
theme detection view ↗
ChatGPT
AI Overviews

This report has 17 keywords

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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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