Amazon Review Sentiment & Weekly Digest

01Flags emerging complaint themes before they hit your BSR — early-period vs late-period sentiment delta

02Pulls the exact buyer language to put in your title, bullet 1, and backend search terms (no more guessing)

03Drafts compliant seller responses for every negative review — EAR-framework, under 300 words, ToS-safe

04Suggests specific listing tweaks tied to character limits and prohibited-claim rules per category

05Bundled review taxonomy keeps your theme tagging consistent week-to-week so trends are real, not noise

06Outputs Slack, email, or agency client digest format — paste straight into Monday's ops sync

What it does

You're managing 10-40 SKUs and skimming Seller Central reviews on Sunday night trying to figure out if 'flimsy handle' is one complaint or the start of a return spike. This is an Amazon review analyzer for sellers who already know what BSR, ACoS, and A+ Content mean — it doesn't waste your time explaining the basics. Paste your reviews (raw text, CSV from Helium 10, or a Seller Central copy-paste) and get back a weekly seller review digest with the top 3 complaints, top 3 praises, verbatim buyer phrases ready for backend search terms, and specific listing changes mapped to each bullet, title slot, and A+ module. Five bundled reference docs do the heavy lifting: a review theme taxonomy for consistent tagging, an Amazon listing optimization reference with category-specific prohibited claims, official seller response guidelines (EAR framework, ToS-safe phrasing), a review-to-keyword extraction framework for indexing and Sponsored Products targeting, and a set of ready-to-paste weekly digest templates for Slack, email, and agency reports. Not a $99-a-month dashboard. A skill you run when you have reviews to process — your data, your schedule, no integration setup.

Frequently asked

How do I analyze Amazon reviews for listing optimization without paying for Helium 10 or Jungle Scout?

Paste the reviews (plain text or CSV) into this skill. It produces the same sentiment digest, complaint clustering, and listing tweak suggestions those tools generate — without the monthly subscription or integration setup. You run it when you actually have reviews to analyze.

Does it write the seller responses for me or just tell me what to say?

It drafts a complete public response for every negative review you paste — using the EAR (Empathize/Acknowledge/Resolve) framework, under 300 words, no prohibited language. You review and post. The response-guidelines.md resource keeps every draft compliant with Amazon's review policy.

Will it work with a tiny review set or do I need 50+ reviews to get useful output?

Works with as few as 3 reviews and flags low-sample-size caveats so you know which findings are speculative. As you add more reviews week over week, the trend and emerging-complaint analysis gets sharper.

Can I use this for competitor review analysis too?

Yes. Paste a competitor's reviews and the skill applies the same taxonomy — surfacing what buyers complain about in competing products and where the conversion gaps are. It skips the response-template step for reviews you don't own.

Does this run in ChatGPT or only Claude?

Built and tested in Claude. The bundled markdown resources (taxonomy, listing constraints, response guidelines) load natively in Claude — it won't run as-is in ChatGPT.

Install — no Terminal required

After checkout you land on a page with a one-click download and a pre-built install prompt. Pick the AI you already pay for — both packages are included, so you can't pick wrong.

What you'll see the second your payment clears

Your license key

ST-XXXX-XXXX-XXXX · permanent

Pre-built install prompt⧉ Copy

ChatGPT package (ZIP)⬇ Download

No setup work before you buy — copy, paste, done.

Have Claude Pro, Max, or Team?

Copy the prompt, paste into Claude

Copy the pre-built install prompt from the success page, paste it into any Claude Code chat, and Claude installs the skill itself — about 10 seconds. Using the app instead? Drop the downloaded folder into a Claude Project's knowledge and ask Claude to use it.

Have ChatGPT Plus or Team?

Build a Custom GPT — ~2 minutes

Click Download ChatGPT package (included with every purchase).
Unzip it — inside is a SETUP.md and a knowledge/ folder.
Go to chatgpt.com → your profile → My GPTs → Create a GPT → Configure.
Paste the Name, Description, and Instructions from SETUP.md into the matching fields.
Under Knowledge, upload every file in the knowledge/ folder.
Click Create/Save, open your GPT, and describe your task in plain English.

A paid plan on either platform is required — Claude (Pro, Max, or Team) or ChatGPT (Plus or Team). Comfortable with Terminal? A one-line npx skilltree-network install path is available too.