[ Review intelligence ]
Sentio+ searches thousands of real customer reviews and answers your questions with the evidence behind them, so your team knows what to fix first.
Sentio+/What's frustrating Google Wallet users?
One-star reviews that mention failed payments
Rating spread across recent versions
Cards that won't stay verified
How other wallet apps compare
Most of the frustration comes from tap-to-pay failing at checkout and cards that keep asking to be re-verified. I pulled the reviews behind each issue and grouped them so you can see which one to fix first.
Generating ‘Google Wallet review report’
Why users give up on checkout
01
Type a question in plain English. The Sentio+ agent decides whether to search reviews, list the apps it knows, or pull collection stats, then answers in one reply.
Sentio+/New chat
What do users complain about in Google Wallet?
Agent steps
list_available_appsFound Google Wallet in the collectionsearch_reviewsRetrieved the closest matching reviewsUsers mostly complain about payments failing at the register, cards that need to be re-added after updates, and slow support when money is on hold.
02
Every answer is built from reviews retrieved from a search index of 50,000 Google Play reviews, so you can see what customers actually wrote instead of a guess.
Sentio+/Sources
Closest reviews · relevance
“Tap to pay worked for a week, now it fails every time at the store.”
“Had to verify my card again after the update. Third time this month.”
“Payment declined but the money still left my account.”
03
Go past positive versus negative. Sentio+ surfaces the aspects that drive ratings, like failed payments, bank sync or login friction, so you know what to fix first.
Sentio+/Review report
What's behind the one-star reviews
Relative share of mentions among retrieved one-star reviews. Illustrative.
Sentio+/New chat
What do users complain about in Google Wallet?
Agent steps
list_available_appsFound Google Wallet in the collectionsearch_reviewsRetrieved the closest matching reviewsUsers mostly complain about payments failing at the register, cards that need to be re-added after updates, and slow support when money is on hold.
A LangGraph agent picks the right tool for each question: semantic review search, collection stats, or the list of apps it has reviews for.
Follow-ups just work. Each chat keeps its own thread, so “what about fees?” knows which app you meant.
Summarize Venmo's reviews
Mostly praise for speed, with complaints about frozen accounts…
What about fees?
Every review is indexed in Convex, so the agent can pull what people wrote about a topic in milliseconds, for one app or across all of them.
Answers come back as clean markdown with headings, lists and quotes, ready to drop into a doc or a roadmap review.
Summary
Top three fixes
“I just want to know where my money is.”
Sentio+ is a retrieval-augmented pipeline. Reviews are cleaned and indexed, the closest ones are retrieved for every question, and the model only reasons over what was retrieved.
Next.js · Convex · LangGraph · OpenAI
Runs on real Google Play reviews · No sign-up needed