Feedback Analysis
Marshmallow's support staff are the best-reviewed thing it has. The hard part, across 1,000 reviews, is reaching them when the app or the AI gets something wrong.
Feedback Analysis
Nine UK insurers score well on Trustpilot overall. Read the reviews topic by topic and the claims, complaints and cancellation experiences tell a very different story.
Compare Sunbeam and Enterpret on setup, automation, pricing and team fit. Sunbeam is zero-config and free up to 1k comments; Enterpret targets enterprise.
Six AI feedback analysis tools compared on price, depth and team fit. Includes Sunbeam, Thematic, Enterpret and three more, with picks by use case.
AI customer feedback analysis automates theme detection, sentiment scoring and impact attribution across surveys, tickets and reviews. Workflow guide for CX teams.
Feedback Analysis
Three case studies show the same pattern. Aggregate sentiment is a bad starting point. What surfaces actionable signal is segmentation, and the right kind depends on what's hiding the signal.
Feedback Analysis
1,854 Discord App Store reviews. Filter out the privacy headlines and there's a separate, distinct monetization signal underneath worth a separate look.
Feedback Analysis
926 Trading 212 App Store reviews split sharply by use case. Beginners are happy, active traders aren't, and 13 customers want one specific UI revert.
Feedback Analysis
99 of 1,981 MyFitnessPal App Store reviews ask for the same thing - a way back to the old interface. The strongest single signal in a post-redesign review pile.
Survey Methodology
Matrix survey questions stack Likert rows in a grid. When they help, when they hurt response rates, and the row limit and mobile rules that keep them usable.
Survey Methodology
Thumbs up/down survey questions strip feedback to a binary verdict. When to use them, where they break down, and how to pair them with a comment box.
Survey Methodology
Star rating survey questions are easy to understand but easy to misuse. When five stars beats a Likert scale, the labelling pitfalls, and how to read results.