Remove Customer Survey Remove Sentiment Analysis Remove Unstructured Data
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Unstructured Data: Mining the Gold

InteractionMetrics

Unstructured data presents a goldmine of information, but mining that gold is no easy taskā€”it requires coding with detailed text analysis. To be clear, unstructured data includes customer survey text comments, customer service calls, emails, chats, reviews, and other narrative sources of information.

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11 best Voice of the Customer tools to listen to your customers effectively

SurveySensum

A VOC tool is software that allows you to collect feedback and generate in-depth analysis reports from unstructured data. These tools come with inbuilt applications to collect feedback, analyze texts and sentiments, provide visual analytics, and more. Text & sentiment analysis . Sentiment analysis .

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15 Best SurveyMonkey Alternatives & Competitors [2025]

SurveySensum

Whatsapp Surveys Starts at $99/month 4.7 Qualtrics Allows closed-loop follow-ups Collect data from different sources Generate real-time insights into CX Contact to know the pricing details 4.4 Formstack Conditional logic Auto-calculation of multiple cost fields into a summary Pre-built survey templates $50 per month 4.4/5

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Analyzing Open Ended Survey Questionsā€”Is AI Your Solution?

InteractionMetrics

While content extraction is improving, AI extracts meaning per questionbut customers tend to repeat themselves among open-ended questions. Most AI tools write a summary of the themes, but the best action happens at the customer level. And yet, sentiment analysis is only one piece of the puzzle and not the most actionable piece.

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Qualtrics vs Medallia: A Detailed Comparison (2025)

SurveySensum

What is Medallia ā€“ Platform Overview Medallia is an experience management platform that uses experience data points called signals to help drive growth. This AI-enabled experience management solution helps you identify top customer sentiments from unstructured data with its text analysis and gives you actionable insights.