Business idea · SaaS
Amazon Review Analysis Tool
Amazon Review Analysis Tool is a tool that scrapes the latest reviews from Amazon for a given product and provides a summary report highlighting top compliments, complaints, and suggested improvements based on customer feedback. It was pitched on Koerner Office in the episode "12 Simple Online Side Hustles Anyone Can Start - Ep. #301" (aired May 19, 2026).
At a glance
| Podcast | Koerner Office |
|---|---|
| Hosted by | Chris Koerner |
| Episode | 12 Simple Online Side Hustles Anyone Can Start - Ep. #301 |
| Aired | May 19, 2026 |
| Category | SaaS |
| Real companies on the episode | Beehive, Nico's Software Business, Apify, Clay.com |
The problem it solves
Direct-to-consumer brands need insights into customer sentiments about their competitors' products but often lack the resources to analyze large volumes of reviews manually.
How it makes money
Subscription-based model charging $50 to $100 per month, or a one-time fee for individual reports.
Skills you need
Web scraping, data analysis, familiarity with natural language processing and API usage.
The market, and why this works now
Most brands underestimate the value of competitor sentiment analysis. Leveraging the current capabilities of natural language processing, this tool can aggregate and analyze Amazon reviews with precision. The first revenue move could involve targeted outreach on r/ecommerce, where many direct-to-consumer brands seek insights. A challenge in the first year will be managing the technical complexity of web scraping while ensuring compliance with Amazon's terms of service, which may require adjustments to scraping techniques and data handling practices.
Our analysis, written after the episode. Not a quote from the show.
Real companies discussed on this episode
- Beehive
A platform that connects newsletter accounts to AI tools for improved content strategy and subscriber engagement.
- Nico's Software Business
A software business started by Nico, who previously worked in the hospitality industry. The business involves scraping data from platforms like Google Maps for businesses.
- Apify
An API marketplace for scrapers and AI tools, enabling users to pull data from various websites easily.
- Clay.com
A tool that helps users find and enrich data on leads, making it easier to contact potential customers.
Where this idea came from
Podcast: Koerner Office, hosted by Chris Koerner
Episode: 12 Simple Online Side Hustles Anyone Can Start - Ep. #301
Aired:
Summarized from the episode transcript. The show does not say which speaker raised each idea, so we credit the show, not a person.