Customer Experience
Aviva scores +30 across 1,000 Trustpilot reviews, with strong pricing and a well-liked website. The reviews about making a complaint score -91. A topic-by-topic look at where the split sits.
Feedback Analysis
A star average is shaped as much by how a company collects reviews as by how good it is. We compared UK energy and insurance reviews on the same platform, and the gap had little to do with quality.
Customer Experience
Saga's agents are the best-reviewed frontline staff in our set of UK insurers, living up to a brand built on looking after older customers. The automated admin around them is another story.
Customer Experience
esure has one of the smoothest buying experiences in UK motor insurance across 1,000 Trustpilot reviews. The reviews about making a claim tell an almost opposite story.
Customer Experience
Direct Line's most praised feature across 1,000 Trustpilot reviews is its price. Its most contested one is also its price, at renewal. The gap between the two is the loyalty penalty in plain sight.
Customer Experience
Across 1,000 Hastings Direct Trustpilot reviews, getting a quote is one of the most positive topics in UK motor insurance and cancelling a policy is one of the most negative. The same star rating covers both.
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.
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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.
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.
1,854 Discord App Store reviews. Filter out the privacy headlines and there's a separate, distinct monetization signal underneath worth a separate look.
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.
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.
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.
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.
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.
Likert scale survey questions measure attitudes on a five or seven point scale. How to pick scale length, label each point clearly, and avoid biased wording.