nGram Tab

Word pattern analysis from product titles. Find patterns in what's selling.

The nGram tab analyzes word combinations from your product titles to identify patterns in what's performing well and what's not. This helps you understand which product attributes or keywords drive the best results.

What are nGrams?

nGrams are sequences of words extracted from your product titles. For example, from “Blue Cotton Shirt” the script extracts:

• Single words: “Blue”, “Cotton”, “Shirt”
• Two-word phrases: “Blue Cotton”, “Cotton Shirt”
• Three-word phrases: “Blue Cotton Shirt”

Performance Analysis

Each nGram shows aggregated performance metrics including cost, conversions, ROAS, and is classified into performance buckets just like products in the Title tab.

Use Cases

• Identify which product attributes (colors, materials, sizes) perform best
• Find keywords to emphasize in product titles
• Discover underperforming product categories to optimize or exclude
• Understand which word combinations drive the highest ROAS