Prompt Details
Model
Chat - (gpt-5.6)
Token size
885
Example input
[e.g. "product reviews," "support tickets," "survey open-ended responses," "social media mentions," or "not specified"]: product reviews
[e.g. "identify top pain points," "find feature requests," "general theme overview," or "not specified"]: general theme overview
[brief context about what this feedback relates to, or "not specified"]: a subscription-based note-taking and file-sync app
[PASTE THE FEEDBACK HERE]: Feedback: A bit pricey for what it is, but honestly it's saved me so much time I don't mind paying. Wish it was cheaper, but I use it every day so I guess it's worth it. The subscription price keeps going up and I'm starting to wonder if it's still worth it, though I still use it daily. Great app overall, just a little expensive compared to free alternatives. Love the interface, price is a bit much but the sync speed makes up for it. I cancelled my subscription after it wiped out three months of notes with zero warning. Support never even responded to my ticket. It's a good app but yeah, kind of pricey for a note-taking tool. Not cheap, but I've tried the free alternatives and they don't compare. I lost all my project notes overnight after a sync error, and when I reached out to support I got no response for two weeks. Pricing is on the higher end but the features justify it for my use case. Solid app, a bit costly, but reliable so far. Would love a cheaper tier for students, otherwise really happy with it. The color scheme in dark mode could be nicer, but that's a minor thing. Price is steep but I've been a happy user for two years now. Great note organization features, just wish it was more affordable.
Example output
SAMPLE 1 — Real tested result: pricing vs. data-loss severity
Input:
CONTENT TYPE: product reviews ANALYSIS GOAL: general theme overview PRODUCT OR CONTEXT: a subscription-based note-taking and file-sync app
Feedback:
A bit pricey for what it is, but honestly it's saved me so much time I don't mind paying.
Wish it was cheaper, but I use it every day so I guess it's worth it.
The subscription price keeps going up and I'm starting to wonder if it's still worth it, though I still use it daily.
Great app overall, just a little expensive compared to free alternatives.
Love the interface, price is a bit much but the sync speed makes up for it.
I cancelled my subscription after it wiped out three months of notes with zero warning. Support never even responded to my ticket.
It's a good app but yeah, kind of pricey for a note-taking tool.
Not cheap, but I've tried the free alternatives and they don't compare.
I lost all my project notes overnight after a sync error, and when I reached out to support I got no response for two weeks.
Pricing is on the higher end but the features justify it for my use case.
Solid app, a bit costly, but reliable so far.
Would love a cheaper tier for students, otherwise really happy with it.
The color scheme in dark mode could be nicer, but that's a minor thing.
Price is steep but I've been a happy user for two years now.
Great note organization features, just wish it was more affordable.
Output:
Across the 15 reviews, there are two especially strong recurring patterns, plus one secondary positive pattern.
Recurring themes
Theme: Subscription price feels high, even among satisfied users. Frequency: 12 of 15 reviews. Severity: mostly minor-to-moderate negative; customers repeatedly object to price but most don't describe it as a reason to leave. Evidence: "A bit pricey for what it is" / "Price is steep but I've been a happy user for two years now."
Theme: Catastrophic sync or data loss combined with unresponsive support causes churn. Frequency: 2 of 15 reviews. Severity: very high, strongly negative; both affected reviewers lost important notes, received no adequate support, and explicitly left the product. Evidence: "wiped out three months of notes with zero warning" / lost project notes with two weeks of no support response.
Frequency vs. severity distinction: Pricing is high-frequency but generally lower-severity — most of the 12 reviewers remain positive or continue subscribing. Data loss and support failure is low-frequency but extremely high-severity — only two reviewers describe it, but both led directly to cancellation. These need different operational responses: pricing is a broad value-perception issue, while data integrity is a narrower but potentially trust-destroying failure mode.
What's not clearly supported: this sample does not establish that the app has a widespread reliability problem, that support is generally poor, or that lowering price would improve retention — a larger, more representative dataset would be needed for those conclusions.
Sample size caveat: this is only 15 reviews, so counts describe this batch but shouldn't be treated as prevalence estimates for the full customer base. The two data-loss reports are enough to flag for investigation, not enough to establish incidence rate.
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GPT-5.6
Paste a batch of customer reviews, support tickets, or survey responses and get back genuine recurring themes — with frequency, severity, representative quotes, and an honest note on what the sample size can and can't tell you. Not a vague "customers seem happy" summary — a structured synthesis grounded in what was actually said.
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Added over 1 month ago
