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...
ChatGPT·Google Play
ChatGPT Product Opportunities — PromptPerfect - Retry Engine for AI
3 product opportunities discovered from ChatGPT user pain points
Based on 300 reviewsGoogle PlayAnalyzed on Aug 20, 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
Critical Bugs and Unresponsive Support82
Positive App Satisfaction74
Update and Functionality Issues70
App Bugs and Feature Limitations33
Inability to Follow Instructions26
Inaccurate Answers Provided15
1 Critical3 High2 Low
Based on 300 reviews · Avg rating 1.8★
What Users Say
★★★★★Critical Bugs and Unresponsive Support
When I tried to take photos it tells me to wait. I don't know why you guys have to do and I do not like greedy, because I am very impatient and so you're better fixed because if you don't, I'm going t...
Kimberly E · Jul 22, 2026
★★★★★Critical Bugs and Unresponsive Support
App is way too buggy. Conversations lag hard and can't update appropriately. If the response is stored on the server side, why does it sit there spinning loading when you reopen the chat on your phone...
Dubz · Jul 22, 2026
★★★★★Critical Bugs and Unresponsive Support
few of the text aren't sent. fine but the later ones we send will be taken but when I open it again it will be with the unsent message with a displayed message with a message : waiting to send. jf I w...
Rachana Reddy · Jul 22, 2026
★★★★★Positive App Satisfaction
It's just amazing! life changer.
Detwo · Jul 22, 2026
★★★★★Positive App Satisfaction
This is good application
Ashwini Mishra · Jul 22, 2026
★★★★★Positive App Satisfaction
absolutely amazing
abdifatah olow · Jul 23, 2026
★★★★★Update and Functionality Issues
هو، ښه ده... لږ صبر وکړه... هو، کولای شو، زه یې داسې بشپړوم: "Keep my face 100% exactly the same as in the reference image. Do not change my facial features, hairstyle, beard, skin tone, age or identi...
Wajid Khan · Jul 22, 2026
★★★★★Update and Functionality Issues
@บิ๊กเอ็น:A professional football player sits in the dressing room, wearing a blue Manchester City football kit. The player sits on the bench, holding a Premier League football deep in both hands. Beh...
Eyuel Kefiyalwu · Jul 23, 2026
★★★★★Update and Functionality Issues
very weird ai sometime tell upgrade go/plus did you fix it? weird ai
Tika tiwari · Jul 22, 2026
★★★★★App Bugs and Feature Limitations
I like the app but what pisses me off is that i waited from 12 to now (2:10) to have my free gpt plus for a little white and THIS APP GIVES ME 2 CHAT MESSAGES ON A STORY IM DOING THAT HAS IMAGES AND 1...
Kevynae Dooley · Jul 22, 2026
Top Product Opportunities
#19/10
PromptPerfect - Retry Engine for AI
A middleware layer that takes your rough prompt, auto-rewrites it for clarity, and retries automatically until the AI returns what you actually wanted.
#28/10
FixIt AI - One-Tap Bug Reporter
A dedicated bug-reporting tool that captures crashes, generates structured reports, and routes them to the right team — no login required, works offline.
#39/10
An AI That Follows Instructions The First Time
An AI assistant built around step-by-step instruction parsing, so when you say 'write me a 500-word email with bullet points,' that's exactly what you get. No more arguing with the bot or rephrasing the same prompt five times.
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.
Latest Articles
How to Find Customer Pain Points (Without Guessing)
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...
What is review analysis? A practical guide to reading reviews at scale
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...
How to Turn App Reviews Into Product Ideas
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...
How to Use App Reviews for Product Ideas
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...
How to Do Market Research for App Idea Validation (Without Wasting Three Months)
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...