AWS Machine Learning Blog

Category: Amazon Connect

Enhance Amazon Connect and Lex with generative AI capabilities

Effective self-service options are becoming increasingly critical for contact centers, but implementing them well presents unique challenges. Amazon Lex provides your Amazon Connect contact center with chatbot functionalities such as automatic speech recognition (ASR) and natural language understanding (NLU) capabilities through voice and text channels. The bot takes natural language speech or text input, recognizes […]

Reduce call hold time and improve customer experience with self-service virtual agents using Amazon Connect and Amazon Lex

This post was co-written with Tony Momenpour and Drew Clark from KYTC. Government departments and businesses operate contact centers to connect with their communities, enabling citizens and customers to call to make appointments, request services, and sometimes just ask a question. When there are more calls than agents can answer, callers get placed on hold […]

Build a virtual credit approval agent with Amazon Lex, Amazon Textract, and Amazon Connect

Banking and financial institutions review thousands of credit applications per week. The credit approval process requires financial organizations to invest time and resources in reviewing documents like W2s, bank statements, and utility bills. The overall experience can be costly for the organization. At the same time, organizations have to consider borrowers, who are waiting for […]

Manage dialog to elicit Amazon Lex slots in Amazon Connect contact flows

Amazon Lex can add powerful automation to contact center solutions, so you can enable self-service via interactive voice response (IVR) interactions or route calls to the appropriate agent based on caller input. These capabilities can increase customer satisfaction by streamlining the user experience, and improve containment rates in the contact center. In both the self-service […]

Post call analytics for your contact center with Amazon language AI services

January 2024 (v0.7.5) – This latest release includes support for larger prompts by storing them in DynamoDB instead of SSM Parameter Store. December 2023 (v0.7.4) – This release includes the ability to upload call recordings directly from the UI, and a status indicator field showing call recordings that are being processed. This release also includes […]

Get value from every customer touchpoint using Amazon Connect as a data gathering mechanism

The recent pandemic and the impossibility of meeting customers in person has made two-way contact centers an effective tool for sales representatives. Amazon Connect is the ideal service to manage these contacts, and its adoption gives you the opportunity to gather new business insights. Thanks to Amazon Connect, you can program outbound calls to reach […]

Event-based fraud detection with direct customer calls using Amazon Connect

Several recent surveys show that more than 80% of consumers prefer spending with a credit card over cash. Thanks to advances in AI and machine learning (ML), credit card fraud can be detected quickly, which makes credit cards one of the safest and easiest payment methods to use. The challenge with cards, however, is that […]

Deliver personalized customer support experiences with Amazon Connect, Amazon Lex, and Salesforce

The last year has made delivering high-quality customer contact center support extremely challenging. Consumers have increasingly abandoned brick-and-mortar retail shopping and traditional banking in favor of digitally enabled experiences, which brings unprecedented call volumes to contact centers. In many cases, call center staff are also working remotely, which makes it even more difficult to meet […]

Implement live customer service chat with two-way translation, using Amazon Connect and Amazon Translate

November 2023: This post was reviewed and updated for accuracy. Many businesses support customers across multiple countries and ethnic communities, and therefore need to provide customer service in a wide variety of local languages. It’s hard to consistently staff contact centers with agents with different language proficiencies. During periods of high call volumes, callers often […]

The following is the architecture diagram for integrating online ML inference in a telemedicine contact flow via Amazon Connect.

Applying voice classification in an Amazon Connect telemedicine contact flow

Given the rising demand for fast and effective COVID-19 detection, customers are exploring the usage of respiratory sound data, like coughing, breathing, and counting, to automatically diagnose COVID-19 based on machine learning (ML) models. University of Cambridge researchers built a COVID-19 sound application and demonstrated that a simple binary ML classifier can classify healthy and […]