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...
AllTrails: Hike, Bike & Run·Google Play
3 product opportunities discovered from AllTrails: Hike, Bike & Run 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 48 reviews · Avg rating 1.5★
I've been using this app for years. last 2 years its been heating up any phone I use it on. this month has been the final straw. these clowns have been locking me out of AllTrails, treating me as a bo...
Dark Blue Om · 2026-06-13T17:08:47.485Z
Garbage! almost useless. this app is not intuitive, and its hard to understand whats needed to just go for a hike. I live in Spain and its been incredibly inefficient and time wasting. I hope one day ...
Niall Curley · 2026-06-14T09:26:36.199Z
maps are good, terrible logging interface, difficult to stop, no reminders, no east option to end hike when back at the car. lots entire drive home as part of the hike. So aggravating!!! paid for app,...
Michael Cleaver · 2026-06-16T20:13:02.125Z
The constant nagging to upgrade is a pain. I'm already on a trial the base version and yet I still feel like every second button I press opens a nag screen. It's tedious and distracting.
Peter S · 2026-06-19T06:35:21.450Z
Am I the only one having an issue of wait for app or close app I can't even get a chance to view the app because it just keeps doing it the foreclosing stuff
AnonyMiss Anonymous Fam · 2026-06-20T12:28:41.934Z
I don't want to pay for this. nothing is said about payment on the download screen. it was on my phone for less than three minutes. it's never coming back.
Steve O'Gorman · 2026-06-12T17:27:29.130Z
I honestly don't know what I would do without this app. It's the only way I'm able to hike. I have no sense of direction. EDIT: As of June 11th 2026 I am VERY UPSET with this app. I have paid for prem...
Amber Lavallee · 2026-06-11T17:55:10.429Z
I didn't get past the ridiculous terms and conditions for using this app. then I find out you have to pay to use all the features? that's a solid no from me. if you care about your privacy and don't w...
ETR · 2026-06-15T20:26:20.294Z
Has some great things to offer but I can't even map out a run without having to pay. I don't want to pay $80 to do this. Why is this so much?? I use my built in app to track me, I just want to map out...
Teesh E. · 2026-06-08T16:09:58.950Z
These jokers won't let you cancel the app. If you go to cancel on the app it says you joined on the website so ho there to cancel. when you try to cancel on the app it simply opens a window that says ...
Todd “YT” Henderson · 2026-06-13T02:40:50.376Z
GPS tracking that sips power through adaptive sensor fusion, doubling your hike time on a single charge. No background drain—your battery stays for the whole adventure.
A featherweight offline trail map built for older Android phones and low-RAM devices. It strips hiking navigation down to fast maps, saved routes, and emergency basics that work when premium apps lag or crash.
A low-power GPS tracker for hikers, bikers, and runners who need all-day recording without killing their phone. It uses smart location sampling, battery forecasts, and an emergency mode that prioritizes getting home over perfect data.
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...