This blog post is a publication of the chief executive officer of TC&C, Csaba Juhász’s article published in IT Business.
No Word Is Lost
Analyzing organizations’ customer related communication holds great potential. The recognition of content and corresponding emotional patterns provide decision makers with extremely valuable knowledge.
Customer service and help desk centers have been recording incoming calls for quality assurance purposes for several years now, which means huge unexploited data assets. It is possible to infer customer satisfaction, quality of associates’ work and even the reception of certain products and solutions from the emotional charge of conversations. Since the toolkit of contact centers also includes chat and video in addition to phone calls, the required system must be able to automatically detect and evaluate emotions via all the aforementioned channels in real time.
“We have been dealing with audio recording solutions that can be connected to IP-based telephony systems for nearly two decades, so we have a good understanding of this customer demand. We decided to develop our CARIN system with an artificial intelligence (AI) based smart recorder and for that project we received a 177,7 million HUF support from the NKFIH ”, says Csaba Juhász, the executive director of TC&C. In general, six basic human emotions get differentiated but for the aim of the project and system it is enough to determine whether the customer is satisfied, neutral or dissatisfied. For that mimicry (frowning, louring, smiling), voice (volume, intonation, interruption) are put to use. Transcriptions generated during conversations can be evaluated by the parser for certain words for e.g. interjections. One of the innovations of TC&C’s smart recorder will be to examine emotions on three channels independently from each other, yet simultaneously. Analyses originating from different sources are accumulated by an additional artificial neural network which guarantees a highly reliable outcome.
“We are planning to develop a high-precision solution by next fall that is multilingual and can be applied for international environments. There is currently no such system in the world and there probably won't be another one by the time we finish developing ours, which is why we see a serious market potential in this ongoing project”, claims Csaba Juhász. One of the most important benefits for contact center operators is that critical calls get automatically displayed for evaluation and revision without requiring associates to specifically search for these records post-call. However, TC&C strives for making use of knowledge acquired during development in completely different areas as well. Machine learning skills of CARIN can be utilized for other purposes, such as for analyzing Big Data-like knowledge bases (call logs, email archives). This allows, for example, to map how information flows between certain departments and groups of the company, and how the organizations’ communication network toward partners and customers looks - as Csaba Juhász mentions some of the great possibilities and potential use cases of the solution.
Hark to Safety
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