AWS Machine Learning

FEBRUARY 12, 2025

This approach allows organizations to assess their AI models effectiveness using pre-defined metrics, making sure that the technology aligns with their specific needs and objectives. referenceResponse (used for specific metrics with ground truth) : This key contains the ground truth or correct response.

Metrics 93

Metrics Engineering APIs Benchmark 93

AWS Machine Learning

MARCH 27, 2025

Lets say the task at hand is to predict the root cause categories (Customer Education, Feature Request, Software Defect, Documentation Improvement, Security Awareness, and Billing Inquiry) for customer support cases. These metrics provide high precision but are limited to specific use cases due to limited ground truth data.

Education 91

Education Engineering APIs Enterprise 91

ProProfs Blog

APRIL 17, 2020

But without numbers or metric data in hand, coming up with any new strategy would only consume your valuable time. For example, you need access to metrics like NPS, average response time and others like it to make sure you come up with relevant strategies that help you retain more customers. So, buckle up. 1: Customer Churn Rate. #2:

Metrics 142

Metrics Customer retention SaaS Surveys 142

Education Services Group

APRIL 27, 2022

I’m not going to waste time trying to document how to correctly (mathematically) calculate all the three letter acronyms—but feel free to check out our Customer Success Definitions, Calculations, and Lingo…Oh My! Instead, I want to do some level setting on some specific metrics and flaws I see in the industry.

Metrics 98

Metrics Surveys SaaS CRM 98

AWS Machine Learning

OCTOBER 9, 2024

Amazon Lookout for Metrics is a fully managed service that uses machine learning (ML) to detect anomalies in virtually any time-series business or operational metrics—such as revenue performance, purchase transactions, and customer acquisition and retention rates—with no ML experience required. To learn more, see the documentation.

Metrics 90

Metrics APIs Engineering Accountability 90

AWS Machine Learning

DECEMBER 6, 2023

Conversational AI has come a long way in recent years thanks to the rapid developments in generative AI, especially the performance improvements of large language models (LLMs) introduced by training techniques such as instruction fine-tuning and reinforcement learning from human feedback.

Analytics 125

Analytics APIs Engineering Construction 125

Outsource Consultants

FEBRUARY 18, 2025

Negative customer feedback and declining customer satisfaction: The cumulative effect of these issues often manifests as negative reviews, complaints, and a general decline in customer satisfaction scores. Documented Procedures: Document all service level agreements (SLAs) and operating procedures clearly and concisely.

Feedback 67

Feedback Customer centricity Best practices Engineering 67

ShepHyken

JANUARY 18, 2022

They discuss the four CX pillars: team, tools, process, and feedback. This could be as simple as a one-page document that gives everybody in the team clarity on what the expectations are. Feedback: Collect, assess, and act on your customer & employee feedback to grow & scale your business.

Journey mapping 198

Journey mapping Average Handle Time Feedback Consulting 198

Totango

NOVEMBER 21, 2019

Luckily, there’s a measure for that, too: customer satisfaction metrics. Therefore, you should not only track customer satisfaction, but you should also empower your customer success team to take action based on the lessons these metrics teach you, customer satisfaction metrics. . Document how long onboarding takes.

Best practices 93

Best practices Metrics Customer advocacy Education 93

Nicereply

DECEMBER 21, 2021

Maximize the value of using Nicereply day-to-day and learn how to manage customer feedback! If you work as a Customer Support Manager, working with feedback is a huge part of your to-do list. Let’s look at the best practices of how to manage customer feedback. You can export your report as a CSV document.

Best practices 98

Best practices Feedback Management Surveys 98

AWS Machine Learning

MARCH 3, 2025

Designed for both image and document comprehension, Pixtral demonstrates advanced capabilities in vision-related tasks, including chart and figure interpretation, document question answering, multimodal reasoning, and instruction followingseveral of which are illustrated with examples later in this post. Pixtral_data/a01-000u-04.png'

Benchmark 88

Benchmark APIs Enterprise Construction 88

AWS Machine Learning

NOVEMBER 15, 2024

For automatic model evaluation jobs, you can either use built-in datasets across three predefined metrics (accuracy, robustness, toxicity) or bring your own datasets. Diverse feedback is also important, so think about implementing human-in-the-loop testing to assess model responses for safety and fairness.

APIs 109

APIs Government Best practices Metrics 109

GetFeedback

MAY 13, 2019

The most critical element to improving your company is not having a visionary CEO, leaders who have “been there/done that,” or teams working long hours to deliver the product: it’s actively capitalizing on the voice of the customer feedback. Voice of the customer feedback is any comment or concern given by a customer to your company.

Feedback 121

Feedback Journey mapping B2C Accountability 121

Callminer

JANUARY 18, 2021

They are an easy way to track metrics and discover trends within your agents. They fall into the same bucket as quality, call control, customer satisfaction, absenteeism and other metrics. They engage in performance management, they set targets, they may even terminate employees for these metrics.” This is short-sighted.

Best practices 226

Best practices Call Center Contact Center Scripts 226

CSM Magazine

JANUARY 20, 2025

Leverage Multimedia Features WhatsApp isnt just for text messagesit supports images, video, documents, and voice messages, making it much easier to clarify or enhance your customer conversations. Attach PDFs such as invoices, receipts, or warranty documentation directly in the chat. Send delivery updates or important notifications.

Customer Service 52

Customer Service Metrics Accountability Analytics 52

CCNG

APRIL 20, 2022

For example, a digitized agent coaching system enables team leaders to document their support interactions with agents and simultaneously capture key metrics about every touchpoint relevant to their routine. Analysts can correlate workflow intelligence with desired outcomes such as CSAT, NPS, FCR and other vital metrics.?

Customer Experience 195

Customer Experience CCNG Gamification Analytics 195

AWS Machine Learning

FEBRUARY 5, 2025

There is consistent customer feedback that AI assistants are the most useful when users can interface with them within the productivity tools they already use on a daily basis, to avoid switching applications and context. For this solution, we boosted the results for the Spack documentation. For example, Spack images on Docker Hub.

Engineering 70

Engineering Feedback Analytics Education 70

AWS Machine Learning

SEPTEMBER 6, 2024

This post focuses on evaluating and interpreting metrics using FMEval for question answering in a generative AI application. FMEval is a comprehensive evaluation suite from Amazon SageMaker Clarify , providing standardized implementations of metrics to assess quality and responsibility. Question Answer Fact Who is Andrew R.

Best practices 91

Best practices Metrics Sales Benchmark 91

AWS Machine Learning

AUGUST 7, 2024

To find an answer, RAG takes an approach that uses vector search across the documents. Rather than scanning every single document to find the answer, with the RAG approach, you turn the texts (knowledge base) into embeddings and store these embeddings in the database. Generate questions from the document using an Amazon Bedrock LLM.

APIs 132

APIs Chatbots Metrics Education 132

AWS Machine Learning

JUNE 20, 2024

In addition, RAG architecture can lead to potential issues like retrieval collapse , where the retrieval component learns to retrieve the same documents regardless of the input. This makes it difficult to apply standard evaluation metrics like BERTScore ( Zhang et al.

Metrics 134

Metrics Engineering Accountability Benchmark 134

Interaction Metrics

FEBRUARY 20, 2025

At Interaction Metrics, we take a smarter approach. Get a Third Party to Conduct Your Surveys If you want NPS feedback you can trust, avoid running surveys in-house. Thats where Interaction Metrics comes in! Close the Loop Quickly Speed matters when addressing customer feedback. The result? So, why settle for less?

Surveys 62

Surveys Benchmark Feedback Metrics 62

Interaction Metrics

JANUARY 7, 2025

The discussion highlighted the synergy between scientific customer feedback and customer journey mapping, likening these two tools to the left foot and right foot of an effective CX strategy. Customer journey mapping visually documents the steps a customer takes to achieve a specific goal from their perspective.

Journey mapping 62

Journey mapping Consulting Consulting B2B 62

GetFeedback

JANUARY 19, 2020

As my trip progressed, I got email requests for feedback at each step. If I just wanted to give feedback to Expedia or the hotel, I’d probably drop out at this point. . Key point : Feedback surveys have to be thoughtfully designed into each touchpoint, in terms of the channel, timing, and survey questions. .

Surveys 146

Surveys Journey mapping Feedback B2B 146

CCNG

OCTOBER 19, 2022

Marketing Metrics, 2010) Increasing customer retention rates by 5% increases profits anywhere from 25% to 95%. Temkin, 2017) After a bad experience, 30% of consumers tell the company, 50% tell their friends, and 15% provide feedback online. Temkin, 2017) 48% of consumers expect specialized treatment for being good customers.

Customer Experience 195

Customer Experience Journey mapping Metrics Surveys 195

Fonolo

JUNE 9, 2020

Metrics for Evaluating Contact Center Agent Performance. Most commonly used in call centers, this metric can help you gain insights on the responsiveness and efficiency of your agents. Gathering feedback from customers has become an industry standard for contact centers. Where should you begin? Customer Satisfaction.

Contact Center 129

Contact Center Average Handle Time First call resolution Metrics 129

Interaction Metrics

AUGUST 29, 2024

Your customer feedback dashboard is a powerful tool when used strategically. Here’s our quick guide to getting the most out of your customer feedback dashboard. When Setting Up a Customer Feedback Dashboard Of course, not all customer feedback dashboards are created equal.

Feedback 62

Feedback Metrics Surveys Sales 62

AWS Machine Learning

NOVEMBER 22, 2023

The IDP Well-Architected Lens is intended for all AWS customers who use AWS to run intelligent document processing (IDP) solutions and are searching for guidance on how to build secure, efficient, and reliable IDP solutions on AWS. This post focuses on the Operational Excellence pillar of the IDP solution.

Best practices 111

Best practices Metrics Feedback Enterprise 111

AWS Machine Learning

NOVEMBER 7, 2024

Hybrid search – In RAG, you may also optionally want to implement and expose different templates for performing hybrid search that help improve the quality of the retrieved documents. Model monitoring – The model monitoring service allows tenants to evaluate model performance against predefined metrics.

Enterprise 111

Enterprise APIs Government Accountability 111

AWS Machine Learning

NOVEMBER 22, 2023

When a customer has a production-ready intelligent document processing (IDP) workload, we often receive requests for a Well-Architected review. To follow along with this post, you should be familiar with the previous posts in this series ( Part 1 and Part 2 ) and the guidelines in Guidance for Intelligent Document Processing on AWS.

APIs 116

APIs Metrics Benchmark Enterprise 116

CSM Magazine

NOVEMBER 7, 2024

Representatives learn to spot product feedback patterns after spending time with development teams. Technical Mastery for Better Solutions Support teams with direct product training spot patterns in customer usage that basic documentation misses. What does this look like in action?

Customer Service 52

Customer Service Finance Sales Marketing 52

AWS Machine Learning

AUGUST 26, 2024

Built on AWS with asynchronous processing, the solution incorporates multiple quality assurance measures and is continually refined through a comprehensive feedback loop, all while maintaining stringent security and privacy standards.

Sales 125

Sales Accountability Feedback Metrics 125

PeopleMetrics

AUGUST 22, 2022

They expect that if they take the time to provide personal feedback, the company should take the time to provide personal follow-up. Closed-loop customer feedback provides businesses with a reliable, structured approach to collecting, analyzing, and implementing the feedback they received from customer satisfaction surveys.

Feedback 71

Feedback Surveys Journey mapping Metrics 71

CSM Magazine

DECEMBER 3, 2024

Whether you’re managing tickets, tracking metrics, or offering omnichannel support, these Zendesk apps are game-changers. SurveyMonkey for Zendesk: Gather Feedback Effortlessly Customer feedback is invaluable for improving your support. It allows them to create or update help articles directly from tickets.

Customer Experience 52

Customer Experience Technical Support Coaching Sales 52

SharpenCX

JUNE 28, 2023

Improving your customer service metrics requires a deeper look at which KPIs make sense for your contact center and the strategies you use to achieve them. What Call Center Metrics Should You Measure? You can use this metric to identify peak volume as well. You can use this metric to identify peak volume as well.

Call Center 67

Call Center Metrics call center software Contact Center 67