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...
Indeed Job Search·Google Play
Indeed Job Search Product Opportunities — Commute-First Job Search
3 product opportunities discovered from Indeed Job Search user pain points
Based on 300 reviewsGoogle PlayAnalyzed on Sep 2, 2026
How was this analysis generated?
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.
Pain Point Analysis
Vague Negative Sentiment & Distrust96
Irrelevant and Distant Job Matches79
No Job Placement Results60
No Employer Responses to Applications34
Positive Reviews, No Complaint29
Poor AI Job Matching2
1 Critical2 High1 Medium2 Low
Based on 300 reviews · Avg rating 1.9★
What Users Say
★★★★★Vague Negative Sentiment & Distrust
I have the Samsung Galaxy S26 Ultra and the app is crashing, it doesnt let me use it at all. "Something went wrong" message keeps poping up after Retrying to refresh. Please fix this issue.
Angel Rosado · 2026-08-31T01:21:46.285Z
★★★★★Vague Negative Sentiment & Distrust
Fürchterlich lästige Werbung die ewig dauert, nach fünf Minuten war der Clip immer noch nicht zu Ende 🥵, ich bezweifle dass eine App die so etwas nötig hat für mich ausreichend seriös ist.
hummel hannes · 2026-08-30T06:39:39.911Z
★★★★★Vague Negative Sentiment & Distrust
can't get ahold of any support to fix a problem in the app...some drop menus won't work... the support page is useless and sticks you in a loop that resolves nothing
Anthony Lassiter · 2026-08-28T07:42:49.747Z
★★★★★Irrelevant and Distant Job Matches
horrible app lately. it is the worst job searching aid around currently. it shows the same 6 jobs as your scroll and scroll endlessly. when you can get it to show jobs, they are out of your radius you...
Brian V · 2026-08-27T19:29:30.204Z
★★★★★Irrelevant and Distant Job Matches
Indeed is awful. used to be a simple nice app that was easy to use now all its designed for is to waste your time, to allow employers to post fake and misleading jobs with manipulated tag words like "...
Jonathan Booth · 2026-08-27T03:42:45.171Z
★★★★★Irrelevant and Distant Job Matches
Far too many job listings that are way outside of my area. I live in broussard, LA and was shown jobs all the way across the US no matter how many times I tried to adjust my settings. Further more it ...
Steven Manuel · 2026-08-31T13:59:33.914Z
★★★★★No Job Placement Results
so confused how people still download this if your under 30 the job markets just rude and will just not pick you because your Gen z we have laws that only protect the elderly but considering most jobs...
Selah Green · 2026-08-27T08:19:10.168Z
★★★★★No Job Placement Results
I think time pass application h read watch and enjoy only last 10 year se apply kar raha hu aaj tak inhe pata hi nahi laga sayad isse acha apna job par try karo response acha h waha
RJ Prime · 2026-08-31T19:26:12.613Z
★★★★★No Job Placement Results
.......Dude where are my options to file out the part time jobs that won't even cover rent, they're just gone lmao
C B · 2026-08-31T03:07:23.844Z
★★★★★No Employer Responses to Applications
I get sent out around 75 texts that I'm not looking for like Uber nurses as an example and texts saying managers are looking to hire immediate but I get sent to see if I want to work on the railroad o...
Martin Avalos · 2026-08-27T06:30:52.798Z
Top Product Opportunities
#18/10
Commute-First Job Search
Set your real commute limit — 30 minutes by bus, 15 minutes walking — and see only jobs you could actually show up to tomorrow. No radius sliders, no cities you have never heard of, no remote listings you did not ask for.
#29/10
Ghost Job Filter: Only Listings That Reply
Every listing carries a public reply rate and last-verified date, and anything with no employer response in 14 days disappears automatically. You never waste an application on a job that was already filled two months ago.
#39/10
GhostJob Radar: Employer Reply Score
A browser extension and app that scores every job listing by how likely the employer actually replies, based on crowdsourced application outcomes and posting-age signals. Applicants stop wasting hours on reposted, stale, or bait listings and see a reply-rate badge before they click Apply.
Discover Opportunities for YOUR App
Analyze your own app reviews and find validated product opportunities in minutes.
Top Product Opportunities
Evaluations are AI-generated using publicly available cognitive frameworks and do not represent the actual opinions of the individuals referenced.
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