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Top 5 Customer Service & CX Articles for Week of March 31, 2025

ShepHyken

Surveys are still a way to get feedback, but AI can do much more as it analyzes all areas of the experience and not only gives us the numbers but also makes suggestions to improve the experience, eliminate friction, and much more. This is where consumer feedback proves invaluable. It creates special and unforgettable moments.

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LLM continuous self-instruct fine-tuning framework powered by a compound AI system on Amazon SageMaker

AWS Machine Learning

Continuous fine-tuning also enables models to integrate human feedback, address errors, and tailor to real-world applications. When you have user feedback to the model responses, you can also use reinforcement learning from human feedback (RLHF) to guide the LLMs response by rewarding the outputs that align with human preferences.

Benchmark 101
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Evaluate RAG responses with Amazon Bedrock, LlamaIndex and RAGAS

AWS Machine Learning

Current RAG pipelines frequently employ similarity-based metrics such as ROUGE , BLEU , and BERTScore to assess the quality of the generated responses, which is essential for refining and enhancing the models capabilities. More sophisticated metrics are needed to evaluate factual alignment and accuracy.

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How to optimize your customer onboarding strategy: a six-point checklist.

ChurnZero

Are your metrics aligned with your goals? Customer feedback changes depending on the lens youre looking through (i.e. But its all helpful to define responsibilities and metrics, as well as to build and maintain efficient internal workflows. 4: Are your metrics aligned with your goals? your team and its own goals).

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Executive Report: The Customer Data Too Often Overlooked by the C-Suite

A recent Calabrio research study of more than 1,000 C-Suite executives has revealed leaders are missing a key data stream – voice of the customer data. Download the report to learn how executives can find and use VoC data to make more informed business decisions.

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New KPI Metrics in the Era of Self Service

TechSee

When more enquiries are handled by AI-assisted agents – for example with best-next-step recommendations – are traditionally measured agent performance metrics still accurate? Customer care center metrics in the era of self-service clearly require a different approach. New Self Service KPI Metrics. Call Deflection Rate.

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The 5 Rules to Dramatically Improve the Way You Deal with Customer Complaints

Beyond Philosophy

Hence the five rules I present today. If you think it’s terrible to have a customer complaint, you miss out on this feedback. But remember, wherever they occur, these complaints are not bad; they are excellent FREE feedback. Eliminate metrics for your call center, like average call handling time. 27 October 2021.