N-gram Report:
Analyze Search Query Patterns
Stop scrolling through thousands of individual queries. The N-gram Report groups your Google Search Console data into the words and phrases that show up most across your traffic, then shows you clicks, impressions, CTR, and average position for each one. You see what your audience actually searches for at a pattern level, so you can decide what to write and fix next in minutes.
Query Analysis
4,812 unique phrases found across 18,940 queries
Content Opportunities
126
Cannibalization Risks
34
Trending Phrases
58
project management templates
3 words1,204 clicks · 48,902 impressions · 2.5% CTR
best practices
2 words612 clicks · 51,300 impressions · 1.2% CTR
onboarding checklist
2 words988 clicks · 22,140 impressions · 4.5% CTR
ai workflow
2 words1,560 clicks · 31,870 impressions · 4.9% CTR
Every phrase comes with a reason to act
Tags like Content Opportunity and Cannibalization Risk are calculated from your real metrics, not guessed. Click any phrase to see every query and page behind it.
Search Console Shows Queries,
Not the Patterns Behind Them
Reading raw query data one row at a time hides the insights you need most. Here is what slows you down.
Too Many Queries to Read
Search Console shows thousands of individual queries with no way to see the patterns hiding across them. The signal gets buried in the noise.
Hidden Content Opportunities
Phrases with high impressions but low click-through rates sit quietly in raw query lists. You never notice the demand you are already missing.
Keyword Cannibalization Goes Unseen
When two pages compete for the same phrase, it is nearly impossible to spot by hand. Both pages lose ranking and you never find out why.
Slow to Spot Trends
Knowing which topics are growing or fading means comparing two date ranges manually, query by query, every single time.
Internal Linking Blind Spots
Finding phrases where several relevant pages could link to each other takes hours of cross-referencing data you do not have time for.
Endless Spreadsheet Work
Building pivot tables to group queries into phrases is slow, error prone, and out of date the moment your traffic changes.
Everything the N-gram Report
Does for You
From phrase extraction to opportunity tagging, the report turns hours of spreadsheet work into an instant, filterable view of your search traffic.
Single, Two, and Three Word Phrases
The report pulls unigrams, bigrams, and trigrams from every query at once, so you see single keywords, pairs, and triplets together in one unified view.
Full Metrics for Every Phrase
Each phrase shows total clicks, total impressions, average position, CTR, how many unique queries contain it, and how many unique pages rank for it.
Automatic Opportunity Tags
Every phrase is labeled with Content Opportunity, Cannibalization Risk, Internal Linking, or Trending, each derived from real thresholds in your own data.
Built-in Trend Comparison
The report calculates the previous equivalent period for you and surfaces a trend delta on every phrase, so you can see what is growing and what is fading.
Drill Down Into Any Phrase
Click a phrase to see every query that contains it and every page ranking for it, sorted by impressions, so you can act with full context.
Sort by What Matters
Sort the full table by clicks, impressions, CTR, average position, trend delta, query count, or page count, ascending or descending, in one click.
Powerful Filtering Panel
Narrow results by phrase size, minimum impressions or clicks, position range, query count, page count, a below-average CTR toggle, and opportunity tag.
Summary Cards and Stop Word Removal
Dashboard cards total your phrases, clicks, impressions, and tag counts, while common filler words are stripped out so only meaningful patterns surface.
How Teams Use the
N-gram Report
See how SEO managers, content strategists, and agencies turn phrase patterns into action.
Situation
The phrase "best practices" appears 800 times with a 1.2% CTR against your 4% site average
Result
You have no strong piece targeting that angle, so you create one and capture demand that was already there.
Situation
Two blog posts both rank for "project management templates" in positions 8 and 12
Result
The Cannibalization Risk tag flags it instantly, so you consolidate or differentiate the two pages.
Situation
Four pages rank in the top 20 for "onboarding checklist"
Result
You build an internal linking cluster around those pages to concentrate authority and lift the whole group.
Situation
The phrase "ai workflow" shows 140% impression growth versus the previous 30 days
Result
It gets a Trending tag, so you fast-track a new piece and ride the demand before competitors do.
Situation
A quarterly content review is coming up and you need a backlog fast
Result
You pull every trigram with 1,000 plus impressions and below-average CTR to build your optimization list in minutes.
Situation
An agency client wants to know which topics are underperforming and why
Result
You show them exactly which topic clusters are weak, backed by their own Search Console data.
Frequently Asked
Questions
Everything you need to know about the N-gram Report and how it analyzes your search queries.
An n-gram is a word or phrase pulled from your search queries. A one word n-gram is a single keyword, a two word n-gram is a two word phrase, and a three word n-gram is a three word phrase. The report extracts all three sizes from your queries at the same time.
Search Console shows you individual queries. It has no way to group them into phrase patterns, aggregate metrics across queries, compare each phrase CTR to your site average, detect page overlap, or flag opportunities. The N-gram Report does all of that automatically.
Your overall site CTR is calculated from all of the analytics data in the date range you selected. Each phrase CTR is then compared against that baseline, so a Content Opportunity tag means a phrase is getting impressions but clicking well below your own norm.
It means two or more pages on your site rank for queries containing that phrase, and those pages sit within 10 positions of each other. That is a strong sign they are competing with each other instead of working together.
Yes. The report automatically calculates a prior equivalent period based on your selected date range and surfaces a trend delta for every phrase. Any phrase that grows more than 20% in impressions is tagged as Trending.
Yes. Use the opportunity tag filter to show only Content Opportunities, only Cannibalization Risks, or any combination you want. You can also filter by phrase size, minimum impressions or clicks, position range, query count, page count, and a below-average CTR toggle.
Up to 25,000 query rows per request, which is enough to cover the full search footprint of most sites. Large sites get broad coverage in a single report.
Yes. You can set the minimum impressions filter to zero, so even low volume patterns surface. Smaller sites still get clear content direction from the phrases they do rank for.
No. Keyword tools show you external market estimates. The N-gram Report shows you what real people are already searching to find your site, pulled directly from your Search Console data, which is a more actionable starting point.
Stop words like the, a, and, and an are only removed during pattern extraction so meaningful phrases rise to the top. You can still see the full original queries in the drill-down for any phrase.
All of it comes directly from Google Search Console through your authenticated account. There are no third-party estimates and no scraped data, so it reflects your real search performance.
Yes. The analysis is based purely on your own Search Console data, so it works for any language, industry, or type of site.
See Your Search Traffic
as Patterns, Not Rows
Run the N-gram Report on your own Search Console data and find your highest value content, internal linking, and cannibalization fixes in minutes. No exports, no spreadsheets, no guesswork.