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Wasted Ad Spend Analysis with Claude for Amazon Sellers

Seller task
Find wasted spend, negatives and scale-ready keywords in a search term report
Agent / tool
Claude
Source
X post by Noah Frydberg (@maverickecom)
Date
Mar 24, 2026

What they did

The author uploads a 7, 30 or 60-day search term report into Claude, which identifies zero-conversion keywords, partially working terms and scale-ready winners, ranks opportunities by recoverable budget, and says what to negate and what to monitor.

How it went

The author says work that used to take 'hours of pivot tables' is now done 'in 10 minutes.' No spend figures are given.

We only report what the source says. Results are self-reported unless noted.

Worth knowing

The post closes with a 'comment CLAUDE' lead magnet. The author mainly runs Amazon brands on TikTok Shop and IG.

Copy-paste prompt

Starter prompt (written by us)
I'm uploading my Amazon Sponsored Products search term report (last 30 days). Analyze it and give me three lists:
1. Negate now: search terms with spend above $[x] and zero orders. Include spend wasted.
2. Watch: terms with some orders but ACoS above my target of [x]%.
3. Scale: terms with ACoS below [x]% and at least 2 orders that aren't yet targeted as exact match.
Rank each list by recoverable or growable budget, and total the wasted spend at the top.

The source didn't publish its exact prompt. We wrote this starter so you can try the same workflow. Replace anything in [brackets].

Original source

https://x.com/maverickecom/status/2036457923845513343

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