Remove Net Promoter Score Remove NPS Remove Unstructured Data
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ClientSuccess Introduces SmartCS™: AI-Powered Customer Success Insights & Actions

ClientSuccess

Net Promoter Score (NPS) Analyzer The NPS Analyzer feature generates an intelligent analysis of Net Promoter Score (NPS) campaigns. This AI-driven intelligent summary enables businesses to make informed decisions and take immediate action to drive positive outcomes.

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How to Improve Surveys: Amas Tenumah Interviews Martha Brooke

InteractionMetrics

How to Improve Surveys, Summarized: Martha and Amas discussed the problems with how companies use surveys, particularly Net Promoter Score (NPS), and offered advice on how to improve surveys to gather actionable customer feedback. But here’s some of the pros and cons of NPS that Martha and Amas discussed.

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What is customer experience optimization? (+3 actionable tips)

Zendesk

Evaluate both structured and unstructured data to develop a comprehensive understanding of your customers and their interactions with your brand. Structured data is quantitative information such as names, geolocations, and credit card transactions. Or, say you want to get a pulse on customer loyalty. on a scale of 0 to 10.

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Top Customer Satisfaction Survey Companies of 2025

InteractionMetrics

Their in-depth analysis of unstructured data and verbatim feedback provides valuable insights. Amplitude Research Amplitude Research offers full-service survey administration and diverse customer research surveys, including net promoter score (NPS) and client testimonials.

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Sentiment Analysis: Guide to Boost CX & Drive Business Insights

SurveySensum

However, most customer feedback comes as unstructured datalacking a common shape or formwhich can make analysis time-consuming and complex. Tools like SurveySensum text and sentiment analysis simplify this process by automating the analysis of unstructured data and identifying underlying sentiments with ease.

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Get a Better (More Accurate) Customer Satisfaction Survey—Your Questions Asked and Answered

InteractionMetrics

Another attendee wanted to know the pros and cons of Net Promoter Score. Net Promoter Score (NPS) is a commonly used customer feedback metric that’s based on the question “how likely are you recommend us to a friend or colleague?” NPS is based on one question on a 0-10 scale. It’s tired.

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Not Another Word Cloud—Please!

InteractionMetrics

Colvin cites Marc Stein, Senior VP at Dell Technologies, who says, “The real gem and actionable insights (from the Net Promoter question) come from the verbatim transcripts.” While unstructured data like this may appear to defy quantification, that’s not actually the case. Machine Assigned Sentiment Scores.