PPC Tool

N-Gram Analyzer

Upload any search term report and instantly spot which word combinations appear most — and where you're wasting spend. Works with Google Ads, Microsoft Ads, or any CSV.

Drop your CSV here or click to browseGoogle Ads, Microsoft Ads, or any search term CSV

What is an N-gram?An n-gram is a sequence of n consecutive words. Breaking search queries into 1-, 2-, and 3-word chunks reveals patterns across thousands of terms at once.

Unigramshoes— single words

Bigramrunning shoes— 2-word pairs

Trigrambest running shoes— 3-word phrases

How to use

Export your dataDownload a search term report from Google Ads, Microsoft Ads, or any platform. Save as CSV.

Upload the CSVDrop the file on the left. The tool auto-detects the search term column and all numeric metrics.

Tune the settingsPick n-gram size and minimum occurrences. Results update instantly as you change options.

Act on the insightsHigh-count n-grams with low ROI → add as negatives. High-count with strong ROI → build dedicated ad groups.

Expected CSV formatAny layout works. The tool looks for a search query column and detects numeric columns automatically.

Search term,Match type,Impressions,Clicks,Cost
running shoes,Broad,1200,45,36.90
best running shoes for men,Phrase,980,38,36.10
cheap nike sneakers,Exact,540,12,7.32

Search term / KeywordRequired

Clicks / Impressions / CostOptional — summed per n-gram

Any other numeric columnAuto-detected

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