Google Ads AI N-gram Analyzer

Leverage AI to analyze your Google Ads search terms at various word-grouping levels (unigrams, bigrams, trigrams) to uncover hidden performance patterns and identify the specific phrases driving or hindering your campaign success.

Use Cases

• Discover high-converting word combinations hidden in your search terms
• Identify negative keyword opportunities by spotting low-performing phrases
• Refine your keyword strategy based on actual performance data
• Optimize ad copy by incorporating high-performing word combinations
• Gain deeper insights than standard Google Ads reporting provides

How It Works

1. Data Extraction: Collects search term data from your Google Ads account with performance metrics
2. N-gram Processing: Breaks search terms into specified word groupings (unigrams, bigrams, trigrams)
3. AI Analysis: Applies machine learning to identify performance patterns across word combinations
4. Performance Correlation: Links conversion rates, CTR, and cost metrics to specific N-grams
5. Insight Export: Organizes findings by performance tiers in Google Sheets for immediate action

Setup Instructions

1. Connect Your Google Ads Account to access your search term data
2. Select N-gram Types (unigram, bigram, trigram) for analysis
3. Choose Performance Metrics to prioritize in the analysis
4. Link Your Google Sheets Account for organized results
5. Run the Analysis to generate actionable N-gram insights