Amazon Review Unmet Needs Extractor

Scrape 2-4 star Amazon reviews and identify recurring product gaps, unmet needs, and improvement opportunities. Two analysis modes: AI-powered gap clustering (Groq or OpenAI) or keyword frequency analysis with AFINN sentiment scoring - no AI required.

Publisher description, verbatim

Last 7 dayson this actor

17new rivals on Amazon

Each one reaches followers by email the morning after.Follow this actor

Key figures30 readings

Price / 1k$5.00per 1,000 results

Users / 30d0→ 0 over 30 readings

Users, all time5→ 0 over 30 readings

Runs / 30d29→ 0 over 30 readings

Runs / user / mo—runs per monthly user

Standing

#633of 645

on Amazon, by users in the last 30 days among actors classified to this platform.

Recorded changes

No price, README, schema or grade changes in the last 30 days · followers get the next one by email.

History

30 readings since 2026-08-27

Users / 30d30 readings

Users, all time30 readings

Runs / 30d30 readings

Standing30 readings

Alternatives on Amazon

The actors either side of #633 of 645, ranked by users in the last 30 days. Same platform, adjacent adoption — the comparable set.

all 645 on Amazon →

Sort

#	Actor	Grade	Price / 1k	Users /30d	Success	Rating	Age	Fresh
628	Amazon Product Scraper 🛒 (bulk keyword & ASIN export)tagadanar	—	EVT$1.00 /1k product-scraped	03 total	—	—	28d	fresh
629	Amazon Product & Price Scrapertechnicaldost	—	RES$5.00 /1kgood price	01 total	—	—	3m	fresh
630	Ecommerce Price Trackertechnicaldost	—	RES$5.00 /1kgood price	06 total	—	—	9m	fresh
631	E-commerce Intel MCP \| 8 Tools: Amazon, Shopify, TikTokthemineworks	—	EVT$62.50 /1k search_amazon	01 total	—	—	57d	fresh
632	Amazon Best Sellers Scraper - Top 100 Ranked Productsthirdwatch	—	RES$4.00 /1kgood price	04 total	—	—	59d	fresh
633	Amazon Review Unmet Needs Extractortrovevault	—	RES$5.00 /1kgood price	05 total	—	—	5m	aging	This
634	Amazon Price & Availability Trackertuhin	—	RES$5.00 /1kgood price	01 total	—	—	25d	fresh
635	Auto Pricing Engine for Shopify & Amazonunlimiteddots	—	EVT$2.00 /1k api-request	02 total	—	—	5m	aging
636	Amazon product scraperunlimitedleadtestinbox	—	RENT$29.00 /mo	015 total	—	—	12m	stale
637	Baby Registry Scrapervelvety_bedbug	—	RES$10.00 /1ksteep price	02 total	—	—	6m	aging
638	Amazon US Scraper - Products, Prices, Reviews, ASIN Dataviralanalyzer	—	EVT$40.00 /1k product-scraped	03 total	—	5.0 (1)	4m	fresh

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Numbers on this page are measured only by an independent census of the Apify Store — not self-reported. Not indexed: too little has happened to this actor for us to have anything worth saying yet.