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. Prerequisites To use the LLM-as-a-judge model evaluation, make sure that you have satisfied the following requirements: An active AWS account.

Metrics 94

Metrics Engineering APIs Benchmark 94

AWS Machine Learning

MARCH 25, 2025

The ability to quickly retrieve and analyze session data empowers developers to optimize their applications based on actual usage patterns and performance metrics. Prerequisites To follow along with this post, you need an AWS account with the appropriate permissions.

APIs 111

APIs Management Government Healthcare 111

AWS Machine Learning

NOVEMBER 7, 2024

SageMaker JumpStart is a machine learning (ML) hub that provides a wide range of publicly available and proprietary FMs from providers such as AI21 Labs, Cohere, Hugging Face, Meta, and Stability AI, which you can deploy to SageMaker endpoints in your own AWS account. The invocation generates an AWS CloudTrail event.

Enterprise 113

Enterprise APIs Government Accountability 113

AWS Machine Learning

JUNE 13, 2022

We are excited to launch a causal contribution analysis capability in Amazon Lookout for Metrics that helps you to understand the potential root causes for the business-critical anomalies in the data. Lookout for Metrics reduces the time to implement AI/ML services for business-critical problems.

Metrics 96

Metrics Advertising Telecommunications Engineering 96

NobelBiz

DECEMBER 3, 2024

Call centers predict future call volumes and other metrics so demand can be better met and good service levels can be maintained with optimized resources. Average Handle Time Average handle time (AHT) is a key metric measuring customer interaction duration. This article will discuss why forecasting is vital these days.

Call Center 52

Call Center Workload forecasts Average Handle Time Contact Center 52

ChurnZero

FEBRUARY 14, 2023

Some Customer Success metrics are considered standard but there’s often more than meets the eye. Sales and marketing professionals that geek out on metrics can find themselves in deep philosophical debates about the best numbers to track. There is often more than one way to calculate a given Customer Success metric; Gaming.

SaaS 94

SaaS Metrics Customer retention Construction 94

AWS Machine Learning

JULY 31, 2023

It also enables you to evaluate the models using advanced metrics as if you were a data scientist. In this post, we show how a business analyst can evaluate and understand a classification churn model created with SageMaker Canvas using the Advanced metrics tab. The F1 score provides a balanced evaluation of the model’s performance.

Metrics 96

Metrics Engineering Accountability Telecommunications 96

CSM Practice

JUNE 6, 2020

The renewal rate metric also provides a quick overview of customer success team performance before in-depth analysis. Each metric compares the amount of the variable that was renewed against the maximum amount that could have been renewed. A low renewal rate creates a leaky revenue bucket that prevents significant revenue growth.

Metrics 89

Metrics SaaS Accountability Upselling 89

AWS Machine Learning

AUGUST 18, 2022

One of the challenges encountered by teams using Amazon Lookout for Metrics is quickly and efficiently connecting it to data visualization. The anomalies are presented individually on the Lookout for Metrics console, each with their own graph, making it difficult to view the set as a whole. Overview of solution.

Metrics 84

Metrics Scripts Accountability Best practices 84

TeleDirect

DECEMBER 22, 2024

Event Management Managing reservations and answering attendee questions becomes seamless with a dedicated inbound call center. Financial Services Handling sensitive customer information and resolving account-related issues requires the expertise and security provided by inbound call centers.

Call Center 62

Call Center Technical Support Healthcare Abandon rate 62

Outsource Consultants

MARCH 18, 2025

Businesses experience fluctuations in call volumes due to seasonal changes, marketing campaigns, or unexpected events. In essence, outsourcing allowed the company to scale support capacity quickly without sacrificing quality , and even improve service metrics by dedicating internal experts to the most critical tasks.

Call Center 67

Call Center outsourcing First call resolution Average Handle Time 67

AWS Machine Learning

AUGUST 10, 2023

As recommended by AWS as a best practice , customers have used separate accounts to simplify policy management for users and isolate resources by workloads and account. SageMaker services, such as Processing, Training, and Hosting, collect metrics and logs from the running instances and push them to users’ Amazon CloudWatch accounts.

Scripts 95

Scripts Accountability Metrics APIs 95

TeleDirect

JANUARY 4, 2025

Real-Time Monitoring Performance metrics such as average response time, resolution rates, and customer satisfaction are monitored continuously to ensure quality. Providing support during global sales events. Financial Services Handling account inquiries, fraud detection, and loan applications.

Healthcare 62

Healthcare Call Center call center solutions Sales 62

AWS Machine Learning

FEBRUARY 7, 2025

The implementation uses Slacks event subscription API to process incoming messages and Slacks Web API to send responses. The incoming event from Slack is sent to an endpoint in API Gateway, and Slack expects a response in less than 3 seconds, otherwise the request fails. Sonnet model for natural language processing.

Entertainment 79

Entertainment APIs Technology Feedback 79

Totango

JUNE 30, 2020

Make sure the metrics behind health scores and early warning systems are updated to account for the new environment. Customer segmentation leverages your customer success resources by giving each team member an all-encompassing view across many accounts. Invite customers to upcoming free training webinar series.

Best practices 127

Best practices Customer retention Metrics Enterprise 127

AWS Machine Learning

APRIL 18, 2024

It’s straightforward to deploy in your AWS account. Prerequisites You need to have an AWS account and an AWS Identity and Access Management (IAM) role and user with permissions to create and manage the necessary resources and components for this application. Everything you need is provided as open source in our GitHub repo.

APIs 134

APIs Accountability Analytics Entertainment 134

AWS Machine Learning

OCTOBER 29, 2024

A multi-account strategy is essential not only for improving governance but also for enhancing security and control over the resources that support your organization’s business. In this post, we dive into setting up observability in a multi-account environment with Amazon SageMaker.

Government 101

Government Metrics Accountability APIs 101

AWS Machine Learning

FEBRUARY 21, 2025

We implemented an AWS multi-account strategy, standing up Amazon SageMaker Studio in a build account using a network-isolated Amazon VPC. The solution consists of the following components: Data ingestion: Data is ingested into the data account from on-premises and external sources. Analytic data is stored in Amazon Redshift.

Engineering 72

Engineering Finance Accountability Analytics 72

AWS Machine Learning

FEBRUARY 5, 2025

The listing writer microservice publishes listing change events to an Amazon Simple Notification Service (Amazon SNS) topic, which an Amazon Simple Queue Service (Amazon SQS) queue subscribes to. These challenges include: Context understanding Keyword searches dont account for the context in which a term is used.

Engineering 79

Engineering Metrics Analytics Marketing 79

CCNG

MAY 30, 2024

Even if you’re working in a start-up company without much historical data to use, your WFM platform still must have the ability to consume assumed metrics (like handle time and volume) to use as a basis to create a forecast. However, it’s helpful to capture those events and store them for future use. and not a WFM platform.

Abandon rate 195

Abandon rate CCNG Average Handle Time Contact Center 195

AWS Machine Learning

JULY 25, 2024

The node recovery agent is a separate component that periodically checks the Prometheus metrics exposed by the node problem detector. Additionally, the node recovery agent will publish Amazon CloudWatch metrics for users to monitor and alert on these events. install.sh compute.internal Ready 31d v1.29.0-eks-5e0fdde

Construction 113

Construction Metrics Scripts Engineering 113

AWS Machine Learning

JUNE 20, 2024

This makes it difficult to apply standard evaluation metrics like BERTScore ( Zhang et al. Addressing these evaluation and observability challenges is an active area of research, because robust metrics are critical for iterating on and deploying reliable RAG systems for real-world applications.

Metrics 135

Metrics Engineering Accountability Benchmark 135

AWS Machine Learning

AUGUST 26, 2024

Our field organization includes customer-facing teams (account managers, solutions architects, specialists) and internal support functions (sales operations). Personalized content will be generated at every step, and collaboration within account teams will be seamless with a complete, up-to-date view of the customer.

Sales 126

Sales Accountability Feedback Metrics 126

Calabrio

MARCH 11, 2025

Identify nuanced sentiment: AI detects subtle emotional cues, providing a deeper understanding of customer satisfaction beyond surface-level metrics. Ensure agents fully understand these standards, including the metrics used for evaluation. Transparency and clarity are paramount for agents to perform at their best.

Best practices 52

Best practices Contact Center Chatbots Call Center 52

ChurnZero

MAY 25, 2023

Even if CS doesn’t “own” renewals or expansions in your organization, having a command of the numbers is still important: just because you aren’t held directly responsible for collecting a signed contract does not mean you are not held indirectly accountable for customer retention. Below are recommended metrics to consider.

Upselling 97

Upselling Metrics Surveys Accountability 97

Totango

FEBRUARY 11, 2020

Several key adoption metrics will let you know if your customer is heading in the right direction to achieve maximum value from your product. That said, there is no one formula for measuring adoption, and different teams should track different metrics. Beware of vanity metrics like login rates, which don’t give insight into adoption.

Enterprise 122

Enterprise Metrics Education Best practices 122

Totango

DECEMBER 3, 2021

Totango offers two ways to calculate and track customer health: Account Health and Multidimensional Health. Account Health . Account Health focuses on a customer’s health score, which takes multiple dimensions of customer data metrics and classifies them into a single representation of green, yellow, or red.

Metrics 99

Metrics Accountability Upselling Enterprise 99

AWS Machine Learning

FEBRUARY 6, 2024

Pharmaceutical companies sell a variety of different, often novel, drugs on the market, where sometimes unintended but serious adverse events can occur. These events can be reported anywhere, from hospitals or at home, and must be responsibly and efficiently monitored. The training job is built using the SageMaker PyTorch estimator.

Healthcare 124

Healthcare Engineering Consulting Consulting 124

GetFeedback

MAY 9, 2019

Two customers can view the same experience in completely different ways due to many factors that influence their interpretation of events — their upbringing, cultural background, motivations, and much more. First, you need to create a CX metrics program. that make the most impact on your main CX metric. .

Customer Experience 134

Customer Experience Journey mapping Metrics Customer centricity 134

AWS Machine Learning

OCTOBER 2, 2024

Provide control through transparency of models, guardrails, and costs using metrics, logs, and traces The control pillar of the generative AI framework focuses on observability, cost management, and governance, making sure enterprises can deploy and operate their generative AI solutions securely and efficiently.

Government 124

Government APIs Enterprise Best practices 124

ChurnZero

JUNE 15, 2023

It’s also unreasonable to ask a CSM to review a customer’s entire account every single time they have an upcoming interaction to figure out what’s changed since the last time they talked. Tactically speaking, the most common mistake I see is organizations lacking the appropriate unique identifiers on usage events.

Accountability 96

Accountability Upselling Analytics Metrics 96

ChurnZero

MARCH 24, 2025

Maybe you have the data somewhere – engagement metrics are in the marketing automation platform, sales lives in the CRM, product usage data lives in your own application, the list goes on. Its a perpetual advantage when you have the tools and plan to track customer events and get alerts before an issue develops.

Technology 52

Technology CRM Engineering Finance 52

AWS Machine Learning

JULY 29, 2022

Customer satisfaction is a potent metric that directly influences the profitability of an organization. Reviewing the Account Balance chatbot. As an example, this demo deploys a bot to perform three automated tasks, or intents : Check Balance , Transfer Funds , and Open Account. Account Type. Deploying the solution.

Contact Center 124

Contact Center Interactive Voice Response Self service Accountability 124

Totango

FEBRUARY 28, 2020

At the same time, an effective engagement strategy incorporates much more than 1:1 touchpoints, and considers engagements such as 1:many opportunities, including communities, events, advocacy, and learning. Analyzing customer success metrics. Analyzing Customer Success Metrics. What is a Customer Engagement Strategy?

Customer centricity 93

Customer centricity Metrics Upselling Enterprise 93

AWS Machine Learning

JULY 23, 2024

One risk many organizations face is the inadvertent exposure of sensitive data through logs, voice chat transcripts, and metrics. For example, you may have the following data types: Name Address Phone number Email address Account number Email address and physical mailing address are often considered a medium classification level.

Accountability 116

Accountability Government Chatbots Best practices 116

AWS Machine Learning

DECEMBER 20, 2023

Amazon Security Lake is a purpose-built service that automatically centralizes an organization’s security data from cloud and on-premises sources into a purpose-built data lake stored in your AWS account. Store new security logs in an S3 bucket and queue events in Amazon Simple Queue Service (Amazon SQS).

Engineering 131

Engineering Accountability Analytics Construction 131

Balto

MARCH 17, 2025

Its not just about tracking basic metrics anymoreits about gaining comprehensive insights that drive strategic decisions. Key Metrics for Measuring Success Tracking the right performance indicators separates thriving call centers from struggling operations. This metric transforms support from cost center to growth driver.

Call Center 52

Call Center Customer Experience Average Handle Time Analytics 52