NEC develops marketing strategy planning & effectiveness simulation technology using generative AI

TOKYO, Mar 25, 2024 – (JCN Newswire via – NEC Corporation (TSE: 6701) has developed a marketing strategy planning & effectiveness simulation technology that utilizes generative AI to identify latent needs of customers and generate optimal measures. According to an NEC survey, this is the world’s first technology that can automatically visualize customer interests and preferences (i.e. psychograhic attributes), generate measures, and predict customer responses to those measures. NEC aims to launch services with this technology in 2024.This technology has been used to develop ideas for new services that are under consideration for next-generation service stations for ENEOS Corporation, Japan’s largest oil & energy company.

Marketing strategy planning & effectiveness simulation technologyBackground

Currently, companies that provide services to customers (real estate, retail, distribution, energy, etc.) try to understand the latent needs of customers before opening a new store, starting a new type of business, or selling a new product or service. In order to understand customer needs, methods such as questionnaires and roundtable discussions, as well as collecting and researching information on the Internet are used. However, these methods lack comprehensiveness and rationality, making it difficult to accurately grasp the potential needs of customers. Other options include the use of outside consulting services, but there are growing expectations for methods that can easily and interactively generate optimal effective measures.

Overview and features of the marketing strategy planning & effectiveness simulation technology1. AI-based marketing strategy planning & effectiveness simulation of customer response rates that enables the execution of the most effective measures

By using NEC’s AI technologies (generative AI, consumer attribute expansion technology, knowledge discovery and strategy planning technology) and statistical credit card payment data / other purchasing history data, it is possible to analyze customers’ interests and preferences in a designated area or specific store, to identify latent needs and generate optimal measures. In addition, since it is possible to simulate the response rate of customers to the proposed optimal measures, it is possible to confirm the expected effects before implementing the measures so that only the most effective measures will be applied.

2. Large Language Model (LLM) of generative AI enables interactive analysis in natural language

By utilizing LLM, a type of generative AI, users can generate optimal measures interactively and simulate response rates using natural language. In addition, once prompts (instructional text) are entered, the results are output in a few minutes so that users can analyze repeatedly until they are satisfied.

3. Combining purchase history data with open data enables analysis even by companies that do not have in-house data

In addition to a vast amount of purchase history data, NEC’s AI technology enables the collection and utilization of highly relevant open data on the Internet. Therefore, comprehensive and rational analysis is possible, even without having in-house data (data owned by a company can also be utilized).

Study of ENEOS’s next-generation service stations

The ENEOS Group’s Long-Term Vision states that it will take on the challenges of achieving both a stable supply of energy and materials and realizing a carbon-neutral society.In addition to energy supply targets, ENEOS aims to provide total mobility and lifestyle-related services in support of a carbon-neutral society, and will continue to enhance the added value of more than 12,000 service stations throughout Japan by transforming them into new lifestyle platforms tailored to regional characteristics.As part of this effort, ENEOS will develop demonstration stores of next-generation service stations that encompass new and different services. In line with this, ENEOS is considering the use of NEC’s technologies in order to understand the latent needs of residents in designated areas and to identify prospective services that can contribute to greater sales and satisfaction.

About NEC Corporation

NEC Corporation has established itself as a leader in the integration of IT and network technologies while promoting the brand statement of “Orchestrating a brighter world.” NEC enables businesses and communities to adapt to rapid changes taking place in both society and the market as it provides for the social values of safety, security, fairness and efficiency to promote a more sustainable world where everyone has the chance to reach their full potential. For more information, visit NEC at

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