Autron

N-gram analyzer

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Amazon search-term n-gram analyzer

Your search-term report hides patterns one term at a time. Paste it here and the tool rolls every term up into 1, 2 and 3-word phrases, so the words quietly draining budget — and the ones worth more — jump out.

Drop, upload or paste your Search Term Report

Drop a .csv or .xlsx here, or paste into the box. Runs entirely in your browser — nothing is uploaded.

What an n-gram analysis actually shows you

An “n-gram” is just a word or short phrase. The tool takes every customer search term in your report, breaks it into its individual words, pairs and triples, and adds up the spend, sales and ACoS everywhere each one appears. So instead of scanning thousands of search terms one by one, you see that — for example — the word “cheap” shows up across 40 different terms and has burned $310 with zero orders.

That is the point: negating one search term fixes one term. Negating one wasteful word, once you can see it pattern across everything, fixes all of them at once. The flags help you triage, but the rule for negating is irrelevance, not just a high ACoS. “Negate?” means a word spent with no orders — check the terms, then negate the truly irrelevant ones. “High ACoS” means it converts but inefficiently, so lower the bid rather than cut it off.

Pair it with your target ACoS from the break-even calculator and you have a weekly routine for defending your margins.

Where to get the data

Export your Search Term Report from Amazon

1

Open Sponsored ads reports

In Amazon Ads, go to Measurement & Reporting → Sponsored ads reports.

2

Create a Search term report

New report → Ad product: Sponsored Products, Report type: Search term.

3

Set the date range

Time unit: Summary, last 60–90 days so the data is meaningful.

4

Download and paste

Export as CSV, open it, copy the rows and paste them above.

FAQ

Common questions

N-gram analysis breaks every customer search term into its component words (1-word, 2-word and 3-word phrases), then totals the spend, sales and ACoS for each. It surfaces patterns a term-by-term view hides — for example, that every search containing the word 'cheap' converts poorly, even across dozens of different terms.

Stop harvesting negatives by hand

Doing this by hand every week is the chore Autron removes. It harvests negatives and tunes bids on your search terms continuously, so wasted spend never gets a chance to pile up.