✳ChatGPT
Names a brand i7.5k/mo
ChatGPT answers every search. The only question is whether a brand gets named, and across the brand-competitive set it usually is.
✦AI Overviews
AIO appears i7.1k/mo
Names a brand i4.2k/mo
1
Overall performance
15%of answers mention you i
Sentiment iComing soon
16%of answers mention you i
Sentiment iComing soon
2
Competitive map i
1 of the keywords carry Natural Language Toolkit's brand names; others do not compete on them, so we set them aside in this map.
Ment. i
3
Performance by category i
4
Performance by keyword i
Sentiment
| Keyword i▼ | Volume / mo | ||
|---|---|---|---|
| tokenizeview ↗ | 2.4k | × | ○ |
| levenshtein distanceview ↗ | 1.3k | ○ | ○ |
| lemmatizeview ↗ | 320 | ✓ | ✓ |
| nlp bookview ↗ | 260 | × | × |
| with python openview ↗ | 170 | × | - |
| sentiment analysis vaderview ↗ | 140 | ✓ | ✓ |
| natural language processing in pythonview ↗ | 90 | ✓ | - |
| nltk stopwordsbrandedview ↗ | 50 | ✓ | - |
| 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
levenshtein distance view ↗1.3k / mo
lemmatize view ↗320 / mo
nlp book view ↗260 / mo
with python open view ↗170 / mo
sentiment analysis vader view ↗140 / mo
natural language processing in python view ↗90 / mo
nltk stopwords view ↗50 / mo
best nlp book view ↗
edit distance view ↗
latent dirichlet allocation view ↗
python install numpy view ↗
python poem view ↗
python tokenizer view ↗
sentiment analysis in python view ↗
stop words view ↗
theme detection view ↗
SEOmonitor AI Visibility IndexUK market · Q3 2026 snapshot · Get notified of the next