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...
Google Gemini·App Store
3 product opportunities discovered from Google Gemini 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 1.4★
Changing guidelines
I had previously praised Gemini for being more open but firm when needed on guidelines. For example when an author is writing a scene other AI apps refuse to even entertain romantic kisses because it’...
TH113X · 2026-07-22
From 5 stars down to less than 1
3 months ago this was actually a useful tool for work and my hobbies, now it’s functionally useless. 1. Despite using the same gems (I refresh these every 5 days), my chats hallucinate and lie far, f...
MGoe005 · 2026-08-10
Our world
I don’t think you realise how much Google Gemini is hurting our planet. Let me give you a quick summary on what they are doing. Firstly, Google Gemini use so much water of our water that we drink ever...
Its hurting the planet. · 2026-08-02
Gimmini
Terrible What a terrible Ai , if want a AI telling you lie , this site just for you, patterns, boundaries are constantly throughout, need to learn from users, as programmers must think no one will s...
Trealach · 2026-08-20
I’m not impressed
I selected an image. I gave clearance instructions about just a basic thing I want done in the background. It did absolutely none of it. This is the third time I’ve tried it and the third time I wil...
Bucketarse · 2025-12-31
Narcissistic
Honestly this is crazy! This tool is suppose to help us not give answers we already gave them? Like I did all the work in asking you to look and review it. Doesn’t fix and tell me sorry only to repeat...
GrazKNG · 2026-08-14
Latest update has broken chat history
Updated the app this morning and the update has bricked it, I can no longer click into my chat history or anything else in that menu, even though I can see the chat summaries. To be clear, opening the...
bornslippy76 · 2026-08-18
Such a let down
Started off really well. Help answer a ton of questions and help build plans to solve bigger issues. However, that has shifted to a constant problem with error messages ranging from not being able to ...
Scott from TO · 2026-08-06
Model automatically changes and lots of bugs
Model keeps changing automatically - very frustrating. Lot’s of bugs eg. When copy things a copy confirmation message covers the bottom of the screen preventing you from typing anything into the chat ...
TPBG4 · 2026-05-20
хватит.
Хватит идти против россиян. Вы же знаете, что это - тоже расизм? Зачем делать эту нелегкую жизнь еще тяжелее? Зачем вводить ограничения на простых людей? Причем здесь россияне, если это виновата ВЛАСТ...
Jjivanshii · 2026-08-22
One assistant that answers adult, professional, and creative requests without lecturing you or flagging them as unsafe. If something truly can't be answered, it tells you exactly why in one line — no moral essays, no silent refusals.
Every question goes to three different models at once, and the app highlights exactly where they disagree instead of hiding it behind one confident voice. Disputed claims get flagged and linked to a source before you ever paste the answer into your work.
A multi-model AI router that automatically retries your prompt on a different model the moment one refuses or gives a useless canned response. You see the answer, not the lecture about why it can't help.
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...