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When to Use a Hybrid Build-Partner Model for Customer Feedback AI

Thematic

Download NLP Generative AI Text Analytics Handbook Build, Buy or Partner? Between 70–85% of AI projects fail to meet ROI goals, and custom models take about 1.5× By sharing the load with a partner, you avoid common pitfalls that derail purely in-house efforts. To maximize ROI, watch out for common pitfalls.

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Unlocking Customer Experience Insights: Strategies for Better Satisfaction

Thematic

Their lean research team uses AI-powered analytics to process thousands of net promoter score (NPS) survey responses, identifying real-time pain points. They redesigned their Merchant Menu Manager after detecting a drop in NPS scores due to frustrations with its usability. One example?

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Build or Buy? A Quick Decision Matrix for AI-Powered Feedback Analysis

Thematic

Download NLP Generative AI Text Analytics Handbook Build, Buy or Partner? 💡 For more detail, Section 3 of our buy-build guide breaks the stack into six layers and highlights common build pitfalls to watch for—helping you keep effort and ROI in balance. Impact & Action Tracking Can we link changes to ROI?

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An Easy Guide on How to Use Data-Driven Customer Insights for Smarter Business Decisions

Thematic

For customer experience teams, KPIs like customer satisfaction score (CSAT) , net promoter score (NPS) , and customer effort score (CES) help quantify how well you’re meeting customer needs. In fact, high-performing businesses are 128% more likely to report strong ROI from their investments in predictive analytics.

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B2B Customer Insights: How to Understand and Engage Business Clients

Thematic

Analyze patterns that typically precede churn: for example, declining login activity, fewer feature uses, lower customer satisfaction scores, or an increase in negative feedback from that account. Using analytics, you can even assign health scores to accounts based on these factors and set up alerts when an account looks at-risk.

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Building Effective User Feedback Loops for Continuous Improvement

Thematic

Setting clear objectives will focus your efforts. This way, whenever a user has something to say, there’s an easy, low-effort way for them to do so. The goal is to minimize your customers’ efforts in providing feedback. Satisfaction Scores: Look at metrics like CSAT or your next NPS survey.

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7 Ways to Prioritize CX Investment Using Thematic and Critical Feedback Points

Thematic

Thematic analysis groups and quantifies themes, while sentiment scoring reveals how customers feel. Organizations that act on feedback—not just collect it—see better retention, higher CSAT, and more ROI. When feedback drives your strategy, you fix what matters faster, build trust, and see meaningful ROI.