AWS Machine Learning

MARCH 6, 2025

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.

Metrics 107

Metrics Enterprise APIs Engineering 107

AWS Machine Learning

MARCH 3, 2025

Overview of Pixtral 12B Pixtral 12B, Mistrals inaugural VLM, delivers robust performance across a range of benchmarks, surpassing other open models and rivaling larger counterparts, according to Mistrals evaluation. Performance metrics and benchmarks Pixtral 12B is trained to understand both natural images and documents, achieving 52.5%

Benchmark 86

Benchmark APIs Enterprise Construction 86

Fonolo

JULY 8, 2021

Companies use all sorts of metrics and techniques to evaluate their customers’ satisfaction with their products and services. Contact centers use a few different metrics to measure customer experience. Net Promoter Score is the most common customer satisfaction metric for contact centers. What is a Net Promoter Score?

Benchmark 142

Benchmark Contact Center Airlines Metrics 142

Satrix Solutions

JUNE 15, 2020

Net Promoter Score (NPS) benchmarking presents an interesting challenge for many business leaders. On the other, trying to rank order the competition on a metric like NPS can be very tricky business. Collectively, we have learned a lot through NPS benchmarking studies. Drawbacks of NPS Benchmarking.

Benchmark 78

Benchmark B2C Surveys B2B 78

CX Accelerator

APRIL 1, 2020

Whenever focus shifts to financial metrics, CX professionals at every level can fall into heightened levels of expectation. When we start to chase metrics, there can be a temptation to influence those metrics by any means possible. It is down to you as a CX Leader to learn how to balance that expectation.

Metrics 182

Metrics Morale Benchmark Government 182

AWS Machine Learning

DECEMBER 3, 2024

It examines service performance metrics, forecasts of key indicators like error rates, error patterns and anomalies, security alerts, and overall system status and health. New Relic AI initiates a deep dive analysis of monitoring data since the checkout service problems began. It also offers direct links to detailed New Relic interfaces.

Customer Experience 103

Customer Experience Engineering Enterprise Benchmark 103

GetFeedback

AUGUST 14, 2019

Measuring just a piece of this journey can seem short-sighted or not as powerful as other CX metrics, like Net Promoter Score (NPS). CX shouldn’t ever be measured by one metric alone. Customers and their experiences are complex and nuanced, so there’s no perfect metric. Conclusion on CSAT . Understand your customer expectations.

Metrics 109

Metrics Journey mapping Surveys Coaching 109

Callminer

AUGUST 1, 2017

Metrics, Measure, and Monitor – Make sure your metrics and associated goals are clear and concise while aligning with efficiency and effectiveness. Make each metric public and ensure everyone knows why that metric is measured. Jeff Greenfield is the co-founder and chief operating officer of C3 Metrics.

Contact Center 334

Contact Center Call Center Average Handle Time Real estate 334

ChurnZero

JUNE 17, 2022

To share how to choose, track, and act on effective onboarding metrics, ChurnZero Customer Success Enablement Team Lead Bree Pecci joined CSM Practice for a drill-down into customer-centric onboarding. Onboarding metrics serve two main purposes. Basing onboarding metrics on your internal operations can produce false positives.

Metrics 98

Metrics SaaS Surveys Self service 98

AWS Machine Learning

JUNE 11, 2024

This post describes how to get started with the software development agent, gives an overview of how the agent works, and discusses its performance on public benchmarks. This is an important metric because our customers want to use the agent to solve real-world problems and we are proud to report a state-of-the-art pass rate.

Benchmark 130

Benchmark Metrics Feedback Personalization 130

Nicereply

DECEMBER 17, 2024

One key metric that helps SaaS businesses gauge their success in these areas is the Customer Effort Score (CES). In this article, we’ll explore the importance of CES in the SaaS industry, how it differs from other customer satisfaction metrics, and why reducing customer effort is crucial for long-term success. .”

Customer effort 52

Customer effort SaaS Benchmark Surveys 52

AWS Machine Learning

MARCH 11, 2025

Logging and monitoring You can monitor SageMaker AI using Amazon CloudWatch , which collects and processes raw data into readable, near real-time metrics. These metrics are retained for 15 months, allowing you to analyze historical trends and gain deeper insights into your applications performance and health. 2xlarge , and ml.g6e.12xlarge

Metrics 73

Metrics Benchmark Enterprise Telecommunications 73

Amity

NOVEMBER 21, 2016

Customer benchmarking — the practice of identifying where a customer can improve or is already doing well by comparing to other customers – helps Customer Success Managers to deliver unique value to their customers. I’ve found that SaaS vendors use seven distinct strategies to empower CSMs with customer benchmarking.

Benchmark 59

Benchmark SaaS Best practices Metrics 59

CX Accelerator

OCTOBER 25, 2018

One of my all-time favorite sessions as a presenter was “The Case Against NPS” alongside Matt Beckwith. The question on the table…does the 15-year-old metric of NPS (Net Promoter Score) still have a place on CX dashboards? The bottom line is there is no "magic metric." NPS still has value.

Journey mapping 140

Journey mapping Metrics Contact Center Benchmark 140

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

Calabrio

MARCH 25, 2025

This article delves into how to evaluate call center agent performance effectively, outlining key call center agent metrics and exploring innovative new techniquesas well as too-often-overlooked onesto elevate your team’s success. This means, first, they must be able to track the right agent performance metrics.

Call Center 52

Call Center Metrics Abandon rate Coaching 52

Amity

OCTOBER 23, 2018

Tracking the proper metrics is essential in understanding how your business is performing. For now let’s concentrate on the following four main metrics. This really depends on your industry so you want to familiarize yourself with industry benchmarks. One last word on best practices around customer success metrics.

Metrics 76

Metrics Best practices Customer retention SaaS 76

Interaction Metrics

FEBRUARY 20, 2025

At Interaction Metrics, we take a smarter approach. Thats where Interaction Metrics comes in! We also benchmark your NPS against industry standards, providing critical insights that show where you stand compared to competitors. Dig Deeper into Your Scores Your NPS is an outcome, not an isolated metric. The result?

Surveys 62

Surveys Benchmark Feedback Metrics 62

AWS Machine Learning

APRIL 25, 2024

In this post, we explore leading approaches for evaluating summarization accuracy objectively, including ROUGE metrics, METEOR, and BERTScore. The overall goal of this post is to demystify summarization evaluation to help teams better benchmark performance on this critical capability as they seek to maximize value.

Metrics 131

Metrics Benchmark Government Calibration 131

AWS Machine Learning

JUNE 20, 2024

This makes it difficult to apply standard evaluation metrics like BERTScore ( Zhang et al. Lack of standardized benchmarks – There are no widely accepted and standardized benchmarks yet for holistically evaluating different capabilities of RAG systems. 2020 ) BLEU, or ROUGE used for machine translation and summarization.

Metrics 132

Metrics Engineering Accountability Benchmark 132

AWS Machine Learning

MARCH 3, 2025

The device further processes this response, including text-to-speech (TTS) conversion for voice agents, before presenting it to the user. This tool launches multiple requests from the test users client to the FM endpoint and measures various performance metrics, including TTFT. This represents an 83 ms (about 42%) reduction in latency.

APIs 73

APIs Benchmark Metrics Healthcare 73

ChurnZero

DECEMBER 21, 2022

1/ Crash course in Customer Success and SaaS metrics. Presented by: Dave Kellogg , principal, Dave Kellogg Consulting. Many people think of SaaS and CS metrics as black and white. But the truth is, there are many ways to calculate and interpret—and game—metrics. What metrics do investors care about most?

SaaS 98

SaaS Benchmark Metrics Consulting 98

Lumoa

APRIL 3, 2018

Keep in mind that NPS only becomes a truly valuable metric, if its “why”-question is properly collected, analysed and heard. “ NPS has been a good metric to benchmark and help brands understand the overall outcome of their experience. The more popular NPS was getting, the more misused the metric became.

Benchmark 126

Benchmark Feedback Best practices Metrics 126

Taylor Reach Group

AUGUST 23, 2017

Metrics, Key Performance Indicators (KPI’s), Reports – we have a lot of names for the information and data we review to help keep our centers on track and performing as we want them to. To understand the metrics and reporting that we should be looking at, we need to look at the reasons that reporting exists in the first place.

Metrics 66

Metrics Contact Center Schedule adherence Coaching 66

Totango

SEPTEMBER 9, 2022

For SaaS B2B clients, QBR meetings tend to focus on assessing value as measured by KPI performance benchmarks. Generate a report summarizing KPIs benchmarks from the last QBR and progress toward them. Prepare any presentation aids you want to incorporate, such as illustrative stories or graphs summarizing data.

Best practices 19

Best practices Benchmark Metrics B2B 19

CX Journey

DECEMBER 11, 2014

Image courtesy of Jessica Today I''m pleased to present a guest post by Sabrina Bozek. So before the scores are calculated, And the mind of management gets complicated, Take a step back and pay attention, To the other metrics that depict the rate of retention. It was a dark and stormy survey With questions to weigh Like “Recommend Me?”

Metrics 62

Metrics B2B Accountability Surveys 62

AWS Machine Learning

JUNE 25, 2024

Each chunk is verified as it becomes available before presenting it to the user. External guardrail implementation options This section presents an overview of different guardrail frameworks and a collection of methodologies and tools for implementing external guardrails, arranged by development and deployment difficulty.

Chatbots 127

Chatbots Benchmark Metrics Healthcare 127

AWS Machine Learning

AUGUST 2, 2024

we released a LM+GNN benchmark using the large graph dataset, Microsoft Academic Graph (MAG), on two standard graph ML tasks: node classification and link prediction. min 10B 8 31 min 8 41 min 8 8 min 100B 16 61 min 16 416 min 16 50 min More benchmark details and results are available in our KDD 2024 paper. Dataset Num. of nodes Num.

APIs 114

APIs Benchmark Construction Enterprise 114

Expivia

SEPTEMBER 2, 2021

From daily performance reports to identifying seasonal trends, reporting is an art form in the call center that defines the past, present, and future of your organization. While measuring various call center metrics and KPIs is crucial, how you report them matters. For every metric and KPI you track, you can have a report.

Call Center 96

Call Center Average Handle Time Benchmark Best practices 96

AWS Machine Learning

JANUARY 30, 2023

Extensive benchmarking experiments on three publicly available datasets with various settings are conducted to validate its performance. Each number presented in the table is averaged over three trials. They’re available through the SageMaker Python SDK. The supported data format can be either CSV or Parquet.

Benchmark 98

Benchmark Construction Metrics Big data 98

Customer Guru

MARCH 27, 2018

Use a metric such as Net Promoter® scale as a measure of customer experience because it is simple, standardised, and actionable. Don’t measure CEx just as a benchmarking exercise that yields a handful of action points to present in the board meeting. Again, consistency is the key here.

Customer Experience 114

Customer Experience Benchmark Customer centricity Coaching 114

AWS Machine Learning

OCTOBER 5, 2023

We demonstrate this using an Amazon Comprehend custom classification to build a multi-label custom classification model, and provide guidelines on how to prepare the training dataset and tune the model to meet performance metrics such as accuracy, precision, recall, and F1 score. for all the labels.

Benchmark 120

Benchmark Best practices Metrics Government 120

AWS Machine Learning

MAY 9, 2024

Benchmarking and metrics – Defining standardized metrics and benchmarking to measure and compare the performance of AI models, and the business value derived. Setting KPIs and metrics is pivotal to gauge effectiveness. Performance management Setting KPIs and metrics is pivotal to gauge effectiveness.

Government 129

Government Best practices Benchmark Metrics 129

Totango

JUNE 24, 2022

The software service industry presents unique challenges for customer success management while also creating unique opportunities that call for specific strategies. SaaS success outcomes can be defined in terms of measurable digital benchmarks. Onboarding metrics, such as average time-to-value.

Best practices 109

Best practices SaaS Journey mapping B2C 109

Balto

NOVEMBER 8, 2022

There are many metrics and KPIs (Key Performance Indicators) that give you insights into agent productivity, customer satisfaction, and employee satisfaction. These metrics can significantly improve your decision-making process and make your agents and customers happier. Key Metrics for Measuring Agent Performance. Call Volume.

Metrics 52

Metrics Call Center Abandon rate Average Handle Time 52

AWS Machine Learning

NOVEMBER 19, 2024

As attendees circulate through the GAIZ, subject matter experts and Generative AI Innovation Center strategists will be on-hand to share insights, answer questions, present customer stories from an extensive catalog of reference demos, and provide personalized guidance for moving generative AI applications into production.

APIs 92

APIs Enterprise Best practices Government 92

PeopleMetrics

APRIL 17, 2015

This subjective perception makes CX optimization evasive, ambiguous, and challenging to measure and benchmark. Nonetheless, optimization is a critically important metric that we must quantify and strive to improve. However, to enhance your CX, you must first measure and benchmark it. The Economics of Customer Experience.

Marketing 108

Marketing Customer Experience Benchmark Wireless 108