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Machine Learning Is Improving IVRs - Dialogic - ContactCenterWorld.com Blog

Machine Learning Is Improving IVRs

Machine learning (ML) is a type of Artificial intelligence (AI) that allows software applications to become more accurate in predicting outcomes without being explicitly programmed. In other words, machine learning receives input data and uses statistical analysis to predict an output value.

That analysis is a collection of techniques that are used to discover hidden patterns in data to explain, group, find outliers, classify or predict observations. In the past decade, machine learning has given us self-driving cars, basic speech recognition, effective web search, and computational biology. With the rise in big data, machine learning has become a key technique for solving problems in areas such as finance, image processing, energy production and natural language processing.


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Machine learning is improving the work of IVR (Interactive Voice Response) application developers. Customers can speak in their own words and the IVR will be able to understand the customer need. The customer experience is enhanced by routing to the correct agent or menu option. The quicker the need is resolved, the better the perceived customer service. Also, machine learning improves customer analytics; it will allow you to identify and contact prospects before they contact your agent, or predict a high-volume of calls and provide an action plan to solve the issue customers are calling about. Remembering and learning from past experiences is possible with machine learning, these features allow to improve customer personalization and identify fraud.   

You don’t have to be a software expert to use machine learning, thanks to many cloud provides such as Amazon Web Services, Google Cloud Services or IBM’s Watson. If you want to explore deeper and you have Python programming experience machine learning frameworks (scikit-learn, Tensorflow by Google, and CNTK by Microsoft Research) are a viable alternative. The objective of those frameworks is to get application developers interested in using machine learning without having to understand the deep science behind the algorithms. There is never a perfect solution, and as the demand for machine learning solutions increase, more low-level algorithms will be needed. Even more high-level platforms are in demand to lower barriers to entry into the artificial intelligence space. A platform that provides a complex machine learning environment is Matlab, a computing environment that provides prebuilt functions, toolboxes, and specialized applications for machine learning. Matlab is an environment engineers and scientists use to convert algorithms to C/C++.

Machine learning resources became ubiquitous and provide multiple ways to interface either using a high- or low-level programming languages. Always consider machine learning when hand-written rules or equations are too complex, the rules of a task are constantly changing, or the nature of the data keeps changing and the program needs to adapt.

Machine learning has been actively deployed in multiple applications, it has been only a few years ago since it started showing up in customer experience applications. In the future will help us to create targeted and personalized customer experiences. Let us know what you think by tweeting us at @Dialogic.

Source: https://blog.dialogic.com/blog/machine_learning

Publish Date: November 29, 2017 5:00 AM


2021 Buyers Guide Telecoms

 
1.) 
Cloud IT Services GmbH

Dialfire
Dialfire offers you a complete call center solution that is simple and intuitive to use and adapts to your needs. It's completely cloud-based, saving you the hassle of setting up a phone system and installing software. In addition to predictive dialing and call blending of inbound calls, you can create personalized campaigns through an intuitive and easy-to-use interface. Features include automated workflows and full control over the agent screen.

You can see the full list of features here:

2.) 
Cloudonix

Cloudonix’s smart voice calls enable frictionless experiences that drive better customer care and faster sales by merging voice and data into a complete service context. Cloudonix add Cloud capabilities to your existing on premise Call Center enabling your agents to work from anywhere in the world. Security, Privacy and more – rapidly deployed and cost effective without replacing your existing systems or retraining your team.

3.) 
Connectica Solutions, LLC

PBX On The Cloud
We provide complete Cloud-based PBX/Phone Systems, including predictive and progressive dialers, phone lines in more than 75 countries and low cost international rates.
We specialize in the US and Latin American market.

4.) 
DiRAD Technologies

AI Powered Contact Center Provider, AI Chat & Voicebot, Enterprise Telephony
Take advantage of the latest customer service innovations with Contact Center, Virtual Assistant, and Interactive Voice solutions for accessible, 24×7 services across multiple channels.

5.) 
Layer One Technologies

Layer One Technologies provides information and communication technology (ICT) services to businesses in the greater Charlotte area. Whatever your cabling needs, we have you covered.

6.) 
Megacall

VOIP services
Stay in contact quickly and easily with your international offices through Megacall.

Megacall will fulfill all your telecommunication requirements and on top of that go the extra mile and surprise you with new possibilities for your business, speed to action your requests and keeping within your budget.

📞 Virtual Switchboard
🔌 SIP trunk
🔢 Virtual number
📠 Call Center Solutions

7.) 
NetSapiens

SNAPsolution
Our SNAPsolution – UC and Collaboration tools – can be quickly deployed so you can realize your ROI just as quick. netsapiens offers a comprehensive suite of unified communications (UC) & Contact Center (CC) feature-sets to service providers. Custom-built to provide our partners with unprecedented levels of flexibility, customization, and ease of use.

netsapiens allows you to control your margins in order to improve your ROI. As a provider of a facilities-based solution, you are able to personally choose your origination, termination, hardware costs, etc. to fit your budget. We also allow you to strategically price your product for a maximum return on your investment by charging on a conc...
(read more)

8.) 
Nuxiba Technologies

CenterWare
Build a strong business presence and improve customer relationships!

Offer custom-tailored solutions throughout your sales cycles and customer interactions and assess service levels and control corporate goal achievement through reports and statistics.

Obtain detailed reports based on relevant activity in your contact center, access our quality module to assess calls and performance, apply surveys, develop scripts, record conversations, and more!

Schedule a live demo or request a quote today!

9.) 
Televergence

Long Distance and Toll Free Specialists for Contact Centers
Televergence is a facilities based US Nationwide High volume/High Capacity Inbound and Outbound VoIP Carrier for Contact Centers. We specialize in termination (outbound) and origination (toll free and local DID) for the contact center. We have a technical staff that is up to date on the majority of platforms in use today, including asterisk and Vicci dial, as well as many of the currently in use software platforms.
Contact Centers generally see cost reduction and containment when using Televergence as their contact center telecom carrier. Televergence is the only active US VoIP carrier certified by the Women's Business Enterprise National Council (WBENC), which enables our services to qualify for meeting corporations Supplier Diversity Needs.

10.) 
The Phone Number Testing Company

Phone Number Testing and Validation
Bulk testing and validation of UK Landline and mobile numbers, with a growing list of other coutries where we can test.

If you own a large customer or business prospect sales database, our service helps you to quickly and accurately cleanse all the dead records, by identifying all the dead phone numbers.

We offer a free no obligation test trial
 



View more from Dialogic

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