AWS Machine Learning

FEBRUARY 12, 2025

Amazon Bedrock , a fully managed service offering high-performing foundation models from leading AI companies through a single API, has recently introduced two significant evaluation capabilities: LLM-as-a-judge under Amazon Bedrock Model Evaluation and RAG evaluation for Amazon Bedrock Knowledge Bases. 0]}-{evaluator_model.split('.')[0]}-{datetime.now().strftime('%Y-%m-%d-%H-%M-%S')}"

Metrics 88

Metrics Engineering APIs Benchmark 88

AWS Machine Learning

FEBRUARY 21, 2025

Besides the efficiency in system design, the compound AI system also enables you to optimize complex generative AI systems, using a comprehensive evaluation module based on multiple metrics, benchmarking data, and even judgements from other LLMs. Complete the following steps: Load the dataset for evaluation in the Example data type.

Benchmark 79

Benchmark Metrics Engineering Feedback 79

Callminer

OCTOBER 11, 2018

FCR on social/text needs to be amended to first conversation resolution as customers rarely provide all info needed to resolve a query upfront, but measuring this provides a benchmark you can use against other channels. He is an expert on knowledge bases and is KCS certified. The most overlooked call center metric is…”.

Call Center 561

Call Center Metrics Contact Center Wait times 561

Upstream Works

SEPTEMBER 1, 2020

According to the 2019 Global Customer Experience Benchmarking Report from NTT Ltd., However, nearly half of CX teams only have “traditional (static) knowledge management systems” available to them. According to the 2019 Global Customer Experience, Benchmarking Report from NTT Ltd.,

Contact Center 148

Contact Center Benchmark contact center solutions Coaching 148

AWS Machine Learning

NOVEMBER 15, 2024

In Part 1 of this series, we defined the Retrieval Augmented Generation (RAG) framework to augment large language models (LLMs) with a text-only knowledge base. We built a RAG system that combines these diverse data types into a single knowledge base, allowing analysts to efficiently access and correlate information.

APIs 113

APIs Engineering Chatbots Construction 113

Comm100

FEBRUARY 7, 2018

Creating a knowledge base is a great way to offer quick solutions for your customers and ease the strain on your customer service team. However, a poorly designed knowledge base can cause more problems than it solves, by tying your team up in pages that are difficult to read, or a navigation system that’s time-consuming to use.

Benchmark 44

Benchmark Education Customer Service Metrics 44

Comm100

FEBRUARY 9, 2018

One way to achieve customer service consistency is to create a knowledge base as a single, infallible point of knowledge for customers or even for your staff. Building a knowledge base isn’t easy, but luckily there are examples all around the internet that you can take inspiration from. Example 4: U.S.

Banking 44

Banking Best practices Self service Benchmark 44

Comm100

FEBRUARY 5, 2018

As companies everywhere see growing customer demand for self-service functionality in addition to their core service or support channels, knowledge bases play a large part in helping organizations to meet this need. Knowledge bases offer information that might otherwise only be available through a human.

Complaint resolution 44

Complaint resolution Benchmark Self service Contact Center 44

Comm100

AUGUST 31, 2021

To truly provide effective support via live chat, teams must look to benchmark data to understand how well they are performing, and where they can improve. Thankfully, with Comm100’s 2021 Live Chat Benchmark Report, analyzing 66 million live chats that passed through the Comm100 Platform in 2020, we can see: The key live chat benchmarks.

Benchmark 52

Benchmark Wait times Chatbots Customer centricity 52

Comm100

FEBRUARY 6, 2018

A knowledge base is a great way of communicating with customers. You might, however, be puzzled as to which architecture to use, choosing between a customer facing and employee facing knowledge base, and what strategies to use. Who Owns the Knowledge? The knowledge base owner has several responsibilities.

Advertising 44

Advertising Benchmark Metrics Customer Support 44

AWS Machine Learning

MAY 2, 2024

They are commonly used in knowledge bases to represent textual data as dense vectors, enabling efficient similarity search and retrieval. In Retrieval Augmented Generation (RAG), embeddings are used to retrieve relevant passages from a corpus to provide context for language models to generate informed, knowledge-grounded responses.

Benchmark 122

Benchmark Metrics Enterprise APIs 122

Callminer

NOVEMBER 25, 2019

Call on experienced managers for guidance in setting up benchmarks. “Experienced call center managers are helpful in setting up the initial performance benchmarks for a new outbound call center program. These benchmarks are, at first, estimated based on the past performance of similar outbound call center projects.

Best practices 182

Best practices Call Center Metrics Average Handle Time 182

Balto

JANUARY 28, 2025

The right AI partner ties everything back to business impact : Faster handle times Higher conversion rates Reduced onboarding time Improved compliance If a vendor cant provide clear benchmarks or case studies showing how they drive these metrics, walk away. What to ask your vendor: What KPIs have you improved for similar companies?

CRM 52

CRM Benchmark Feedback Metrics 52

Calabrio

MARCH 11, 2025

Call center QA, or contact center QA, is a strategic, data-driven process that evaluates every facet and channel of customer interactionsfrom voice calls and live chats to emails and social media engagementsagainst established performance benchmarks.

Best practices 52

Best practices Contact Center Chatbots Call Center 52

Totango

FEBRUARY 2, 2021

A set of key performance indicators and benchmarks to track and measure client progress towards goals. To measure your customers’ progress towards their objectives, goals should be defined in terms of measurable key performance indicators and benchmarks.

Benchmark 127

Benchmark Chatbots Accountability Enterprise 127

aircall

AUGUST 14, 2022

This means that however much your customer base expands or your business offering diversifies, you’re still providing what lies at the heart of a successful business: excellent customer service. . When deciding on how to scale customer support , you must define your own benchmarks to hit. Knowledge base. Workflows .

Customer Support 117

Customer Support Benchmark CRM Chatbots 117

Nicereply

DECEMBER 17, 2024

In this sense, CES can almost act as a gauge of how well a company is doing against its benchmarks and those of competitors. In-app surveys, email follow-ups, and chat-based feedback mechanisms can all be independently or collectively used to gather comprehensive feedback. Yet qualitative feedback still has lots of value as well.

Customer effort 52

Customer effort SaaS Benchmark Surveys 52

Call Design

JULY 6, 2021

A common grade of service is 70% in 20 seconds however service level goals should take into account corporate objectives, market position, caller captivity, customer perceptions of the company, benchmarking surveys and what your competitors are doing. The industry benchmark for the first call resolution measurement is between 70% to 75%.

Metrics 148

Metrics Average Handle Time Schedule adherence Calibration 148

AWS Machine Learning

MAY 13, 2024

We benchmark the results with a metric used for evaluating summarization tasks in the field of natural language processing (NLP) called Recall-Oriented Understudy for Gisting Evaluation (ROUGE). To implement our RAG system, we utilized a dataset of 95,000 radiology report findings-impressions pairs as the knowledge source.

Healthcare 125

Healthcare Engineering APIs Benchmark 125

Inbenta

MARCH 11, 2021

Kompyte has recently conducted an assessment of conversational AI in eCommerce, generating a benchmark measuring the efficiency of a given conversational AI. It takes time and requires building a comprehensive knowledge base, including FAQs, synonyms, compound words, and even some personality elements.

Benchmark 52

Benchmark Chatbots Customer retention Marketing 52

Calabrio

MARCH 25, 2025

Create and Develop a Knowledge Base Equip your agents with a comprehensive and easily accessible knowledge base. Regularly update the knowledge base with the latest product information, troubleshooting guides, and FAQs. This empowers them to quickly find accurate information, reducing AHT and improving FCR.

Call Center 52

Call Center Metrics Abandon rate Coaching 52

AWS Machine Learning

JUNE 6, 2024

In this post, we walk through how to discover and deploy the jina-embeddings-v2 model as part of a Retrieval Augmented Generation (RAG)-based question answering system in SageMaker JumpStart. What is RAG? It’s a cost-effective approach to improving LLM output so it remains relevant, accurate, and useful in various contexts.

Benchmark 109

Benchmark Enterprise Construction APIs 109

AWS Machine Learning

OCTOBER 2, 2024

In addition, they use the developer-provided instruction to create an orchestration plan and then carry out the plan by invoking company APIs and accessing knowledge bases using Retrieval Augmented Generation (RAG) to provide an answer to the user’s request. Knowledge Base: bankingFAQ Should I invest in bitcoins?

Best practices 94

Best practices APIs Metrics Accountability 94

CSM Magazine

MARCH 26, 2025

Continuous education involves more than glancing at release announcements it includes testing beta features, benchmarking real world results, and actively sharing insights. Developers who explore these introductions often gain a sharper perspective on coding principles. This method can save hours of coding time and avoid technical debt.

Finance 52

Finance Benchmark Enterprise Surveys 52

Nicereply

DECEMBER 28, 2021

Benchmarking CSAT, NPS, and CES: What’s a Good Score to Have? This is where benchmarking is helpful. We’ve compiled benchmarks to help you compare your CSAT, NPS, and CES scores to industry standards and inspire your goal setting. Benchmarking CSAT, NPS, and CES: What’s a Good Score to Have?

Customer Support 98

Customer Support Benchmark outsourcing Business Process Outsourcing 98

CX Accelerator

OCTOBER 25, 2018

How can we bypass the milestones of Omnichannel and a useful knowledge base, while expecting to virtualizesupport? Great knowledge and harmonized service across all channels are the foundation on which AI will rest. Sadly, most of us are years away from being able to implement AI in a meaningful way.

Journey mapping 140

Journey mapping Metrics Contact Center Benchmark 140

HGS

SEPTEMBER 30, 2015

Coaches, team leads, trainers, and agents should work collectively to determine potential root causes for any negative trending metrics, as well as to gauge perceived knowledge gaps within the program. Call libraries, which are collections of calls representative of ideal service delivery, can also be used.

outsourcing 100

outsourcing Contact Center Management Coaching 100

Calabrio

MARCH 27, 2025

Setting an Average Handle Time Benchmark: What is a Good AHT? So, while this industry standard offers a good starting place for contact centers looking to benchmark their own performance, its important to analyze your operations metrics within their historical context to derive insights that guide your strategies for improvement.

Average Handle Time 52

Average Handle Time Best practices Contact Center Metrics 52

AWS Machine Learning

OCTOBER 17, 2023

SageMaker JumpStart allowed the team to experiment quickly with different models, running different benchmarks and tests, failing fast as needed. This data is referred to as the chatbot’s knowledge base. To do this, the Amazon Pharmacy development team benefited from using SageMaker JumpStart.

Chatbots 123

Chatbots Customer Care Engineering Feedback 123

Netomi

SEPTEMBER 20, 2021

Knowledge-base integration. The AI responds to a range of employee questions by surfacing knowledge base content. Knowledge Base Management. The Answer Bot pulls relevant articles from your Zendesk Knowledge Base to provide customers with the information they need without delay. Multi-lingual.

Chatbots 126

Chatbots APIs Surveys Analytics 126

Talkdesk

MAY 12, 2020

A knowledge base, powered by artificial intelligence (AI), is the perfect solution to make such information available. It would also be helpful to give new hires information on which KPIs managers will assess, how these are tied to performance evaluations, and practical tips on how to hit their KPI benchmarks.

Contact Center 119

Contact Center Schedule adherence At home agents Scripts 119

Fonolo

JANUARY 31, 2023

These profiles help expand your call center agents’ knowledge base and give them the information they need to effectively manage customer complaints and resolutions. A shared company knowledge base is a great choice. Ultimately, a successful call center customer profile reveals expectations about customer service.

Call Center 141

Call Center Contact Center Coaching Gamification 141

AWS Machine Learning

NOVEMBER 19, 2024

This chalk talk demonstrates how to process machine-generated signals into your contact center, allowing your knowledge base to provide real-time solutions. This includes Amazon Bedrock Guardrails, Agents, and Knowledge Bases, along with the creation of custom models.

APIs 88

APIs Enterprise Best practices Government 88

ProProfs Blog

SEPTEMBER 24, 2020

Lessen the number of tickets raised by 80% with the help of a knowledge base. One of the most effective ways to collect customer feedback is through the Net Promoter Score (NPS) , which is considered the benchmark for customer satisfaction. Manage all customer-facing inboxes in one place.

Feedback 141

Feedback Surveys Analytics Customer Support 141

HGS

APRIL 24, 2018

Today’s advanced machine learning algorithms and natural language processing (NLP) are able to retrieve existing FAQs from back-end knowledge bases as customers type their queries in a search bar. When customers type in the search bar, does your system recommend options as they type (natural language FAQs)? Wed, 04/25/2018 - 09:55.

Customer Service 100

Customer Service Average Handle Time Self service Benchmark 100

AWS Machine Learning

JUNE 20, 2024

Retrieval Augmented Generation (RAG) is a technique that enhances large language models (LLMs) by incorporating external knowledge sources. Lack of standardized benchmarks – There are no widely accepted and standardized benchmarks yet for holistically evaluating different capabilities of RAG systems.

Metrics 128

Metrics Engineering Accountability Benchmark 128

Fonolo

DECEMBER 15, 2022

From AI chatbots to Natural Language Processing (NLP) technology to online knowledge bases, these tools are getting smarter with the ability to simulate human interaction. Yet many contact centers struggle with setting proper benchmarks for their performance reporting. Establish KPIs and Monitor Them.

Call Center 138

Call Center Contact center software Abandon rate Self service 138