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★
The Pic
I was telling that convert my pic into the sign of Clock It and it wasn’t listening. It was doing like putting a Clock behind me and posing other styles also told to change my smile but did it differe...
S•H•M · 2026-08-26
Insane se bhi gaya gujra
Ekhi bat bar bar repit karta he. Usne jo bat ki he wo hi man ne se inkar karta he. Usne ki hui bat ka screenshot do to bhi yakin nahi karta. Ai nahi ye to khilona he
Hirensc · 2026-09-04
Fail
Failed at what I asked and then said no more for today. Also said I had to wait earlier as they were too busy. Waste of money upgrading in my opinion
JimmyWheels@3118 · 2026-03-15
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
Good for recipes and nothing else
I only hit up this Clanker when I have recipes or the simplest questions. I hate asking this bot to generate emails because it will make assumptions and do obvious bot hang ups like disregarding norma...
764675 · 2026-09-03
Junk
I would give this 0 stars if I could. I used this AI to help me cross-reference a study document for an exam, and it was an absolute disaster. It confidently gave me wrong answers, and when I called i...
Cell block D · 2026-06-03
Gemini web browser language error
When I open the Gemini websites on the laptop, it used to be the English version format in the Gemini lead out however, I don't know why it automatically changed into Chinese even though I did not cha...
XQY-Olivia · 2026-09-01
What a pitty
What once was a great subscription is now worth nothing. First they reduced the usage, then they stopped having new pro models, and now even new flash models aren’t usable for plus users. Cancelling m...
Highly Advanced User · 2026-09-03
8/16後突變成無法下載高清圖檔
不知道什麼原因,從8月16號以後用Gemini APP生成圖片突然變成只能下載到一兩百K的低解析度圖片,不能像電腦網頁版Gemini一樣下載正常的1.x MB清晰圖片,而且還會連帶影響到以前已經下載存入手機相簿裡的清晰圖片也一起莫名奇妙地變成低解析度圖檔,這是怎麼回事? 至今9/4重新安裝也還是一樣,於是現在只好再度移除Gemini App,Google實在不該發生這樣的問題。希望能盡速修復。
StellaPanda · 2026-09-04
Un outil dangereux, polluant et structurellement menteur
Le recul montre que cette technologie est loin d’être le miracle annoncé. C'est un désastre à trois niveaux :La machine à fabriquer du faux : Cette IA ne comprend rien à ce qu’elle raconte. Elle align...
Tib Tibz · 2026-09-04
An AI chat that shows a confidence level and a clickable source on every claim, and says "I don't know" instead of inventing an answer. When you correct it, the correction sticks forever in your personal fact memory.
A local-first vault that captures every AI conversation, generated image, and custom instruction set across Gemini, ChatGPT, and Claude, then keeps them searchable forever on your own device. When the vendor loses your chat or resets your persona, you paste it back in ten seconds.
Send one question to Gemini, ChatGPT, and Claude at once, then see exactly where they disagree highlighted side by side. When two agree and one insists on nonsense, you catch the hallucination in three seconds instead of shipping wrong info to your boss.
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...