How to Do Competitor Research (Without Wasting Three Weeks on It)
To do competitor research, you list the products people compare you to, collect their public evidence (pricing pages, changelogs, app store reviews, support...
LinkedIn: Community & Network·App Store
3 product opportunities discovered from LinkedIn: Community & Network user pain points
Review2Idea collects user reviews from app stores, clusters pain points using AI embeddings, and evaluates product opportunities through multiple AI cognitive frameworks (modeled after well-known innovators). Scores represent AI-assessed potential, not financial advice.
Based on 300 reviews · Avg rating 1.3★
Premium cancellation & refund nightmare
I was charged $69.99 for LinkedIn Premium after I believed I had canceled it. I had gone into my account, checked something regarding the subscription, and immediately attempted to cancel because I di...
ABReviews85 · Jul 28, 2026
Diminishing returns
Linkedin was invaluable to the job search in 2016. Now, in 2026, this is pretty unrecognizable. AI features are a mess, human Support is impossible to reach. There are no formatting tools for profile ...
AppsinMD · Aug 6, 2026
Horrible Customer Service & Charging Without Delivery of Service
Signing up for any paid services was a great mistake. I used the Premium service on a trial, which is not very helpful compared to what is available for free. There is also the option to connect with ...
Yup, good stuff · Aug 3, 2026
Use Indeed instead.
This has to be one of the worst job listing sites on the market. They do nothing about scam posts or companies that will literally post the same job over and over and over again with no one getting hi...
Do not download! Scammers! · Jul 17, 2026
Phone number requirement
The app is now requiring that you enter your phone number instead of just having it listed on your résumé for employers to contact you. I already get way too many emails and text from indeed, despite ...
Clint12343 · Jun 30, 2026
Stupid app
I’m gonna add on to this: this app is pure AI slop 100% if you love seeing AI drawings and people making themselves AI plus AI written posts this is for you! It’s completely soulless and lazy. I can’t...
Daniel………! · Jul 18, 2026
Messaging on Desktop is HORRIBLE
The messaging on a desktop is absolutely terrible. The screen is so condensed with one whole panel of ads and garbage you can literally only read a couple of lines in a message at a time- let alone tr...
Missy34941 · Aug 10, 2026
Change it back
The most recent update put the notifications button in the top corner instead of the bottom menu bar. The icon is tiny and doesn’t even say what it is. Notifications is literally the most used button ...
Ronin K-9 · Jun 18, 2026
Signed up for 30 day free trial charged for Premium
Terrible service. Offered 30 day free trial and was charged from day one for Premium. No one will help resolve this. Worst customer service. Out money for a free trial. I want a refund. This is unacce...
eyeleftjupiter · Jul 13, 2026
Wish I got to experience it…
I have had an account since about 16 or 17 yrs of age, however, a few weeks following the creation of my account it was restricted. I then was asked for a state issued ID to prove who I was which I di...
@wearyshepard · Jul 24, 2026
A minimalist job search app with real filters, no promoted junk, and no AI guessing what you want. Search by remote, salary range, and stack — get straight to listings that match.
A job search app that shows real, verified listings from company career pages — no promoted junk, no bot-submitted spam, no AI 'matching' that ignores your filters. Pick remote, full-time, salary range; get exactly that.
A job search app that shows real listings from real companies, with filters that actually work. No AI hallucinating roles, no promoted jobs cluttering your feed, no bot applications flooding the results.
Analyze your own app reviews and find validated product opportunities in minutes.
Evaluations are AI-generated using publicly available cognitive frameworks and do not represent the actual opinions of the individuals referenced.
To do competitor research, you list the products people compare you to, collect their public evidence (pricing pages, changelogs, app store reviews, support...
If you want to know how to find customer pain points, the short answer is: go where people already complain, then read enough complaints that patterns show u...
Review analysis is the practice of collecting customer reviews, tagging each one by topic and sentiment, then counting those tags so you can tell the differe...
To turn app reviews into product ideas, you read the 2- and 3-star reviews of apps in a category you understand, tag the recurring complaints, and then ask w...
App reviews for product ideas means mining public 1–3 star reviews of existing apps to find complaints people repeat often enough that someone would pay to m...
Market research for app idea validation means finding out whether real people already have the problem you're planning to solve, and whether they're already...