An Overview of Generative Artificial Intelligence based Einstein GPT for Salesforce

International Journal of Computer Science and Engineering
© 2024 by SSRG - IJCSE Journal
Volume 11 Issue 2
Year of Publication : 2024
Authors : Saiteja Prasad Chatrati

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How to Cite?

Saiteja Prasad Chatrati, "An Overview of Generative Artificial Intelligence based Einstein GPT for Salesforce," SSRG International Journal of Computer Science and Engineering , vol. 11,  no. 2, pp. 14-19, 2024. Crossref, https://doi.org/10.14445/23488387/IJCSE-V11I2P102

Abstract:

In the last decade, we have seen artificial Intelligence improve at performing tasks that we previously believed could only be performed by humans. This has inspired us to envision a utopian, artificial intelligence-filled future that is still far away. However, with the inception of ChatGPT in early 2023, researchers started believing that the future had already arrived. Suddenly, artificial Intelligence is responding to complex queries that appear to have been written by a human. GPT, created by OpenAI, is a generative pre-trained transformer that writes coherent paragraphs by assuming the meaning of each new word as it appears in a sentence. This incredible predictive power of generative AI is also now available for customer relationship management. Salesforce has built its own GPT called Einstein GPT, which is integrated directly with Salesforce to help users find answers to their daily problems. This paper provides an overview of the applications, benefits, future trends, and challenges of Einstein GPT. This paper will also cover how Einstein GPT should be used ethically.

Keywords:

Artificial Intelligence, Cloud Computing, Generative AI, Generative pre-trained transformer, Salesforce.

References:

[1] Mlađan Jovanović, and Mark Campbell, “Generative Artificial Intelligence: Trends and Prospects,” Computer, vol. 55, no. 10, pp. 107- 112, 2022.
[CrossRef] [Google Scholar] [Publisher Link]
[2] Achraf Oussidi, and Azeddine Elhassouny, “Deep Generative Models: Survey,” 2018 International Conference on Intelligent Systems and Computer Vision (ISCV), Fez, Morocco, pp. 1-8, 2018.
[CrossRef] [Google Scholar] [Publisher Link]
[3] OpenAI, Research, Generative models, 2023. [Online]. Available: https://openai.com/research/generative-models
[4] OpenAI, Blog, Introducing ChatGPT, 2022. [Online] Available: https://openai.com/blog/chatgpt
[5] Jigar Patel, and Ankit Chouhan, “An Approach to Introduce Basics of Salesforce.Com: A Cloud Service Provider,” 2016 International Conference on Communication and Electronics Systems (ICCES), Coimbatore, India, pp. 1-8, 2016.
[CrossRef] [Google Scholar] [Publisher Link]
[6] Anuradha Manchar, and Ankit Chouhan, “Salesforce CRM: A New Way of Managing Customer Relationship in a Cloud Environment,” 2017 Second International Conference on Electrical, Computer and Communication Technologies (ICECCT), Coimbatore, India, pp. 1- 4, 2017.
[CrossRef] [Google Scholar] [Publisher Link]
[7] News and Insights, Artificial Intelligence, Salesforce Announces Einstein GPT, the World’s First Generative AI for CRM, 2023. [Online] Available: https://www.salesforce.com/news/press-releases/2023/03/07/einstein-generative-ai/
[8] Changwu Huang et al., “An Overview of Artificial Intelligence Ethics,” IEEE Transactions on Artificial Intelligence, vol. 4, no. 4, pp. 799-819, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[9] Yogesh K. Dwivedi et al., “So What if ChatGPT wrote it? Multidisciplinary Perspectives on Opportunities, Challenges and Implications of Generative Conversational AI for Research, Practice and Policy,” International Journal of Information Management, vol. 71, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[10] Kunfeng Wang et al., “Generative Adversarial Networks: Introduction and Outlook,” IEEE/CAA Journal of Automatica Sinica, vol. 4, no. 4, pp. 588-598, 2017.
[CrossRef] [Google Scholar] [Publisher Link]
[11] Diederik P. Kingma, and Max Welling, “An Introduction to Variational Autoencoders,” Foundations and Trends® in Machine Learning, vol. 12, no. 4, pp. 307-392, 2019.
[CrossRef] [Google Scholar] [Publisher Link]
[12] José Antonio Hernández López, and Jesús Sánchez Cuadrado, “Generating Structurally Realistic Models with Deep Autoregressive Networks,” IEEE Transactions on Software Engineering, vol. 49, no. 4, pp. 2661-2676, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[13] Developers, Apex Developer Guide, Introducing APEX, 2023. [Online]. Available: https://developer.salesforce.com/docs/atlas.en-us.apexcode.meta/apexcode/apex_intro.htm
[14] Steve Fisher, “The Architecture of the Apex Platform, salesforce.com's Platform for Building On-Demand Applications,” 29th International Conference on Software Engineering (ICSE'07 Companion), Minneapolis, MN, USA, pp. 3-3, 2007.
[CrossRef] [Google Scholar] [Publisher Link]
[15] Krutarth Soni, and Brijesh Vala, “Roadmap to Salesforce Security Governance & Salesforce Access Management,” 2017 Second International Conference on Electrical, Computer and Communication Technologies (ICECCT), Coimbatore, India, pp. 1-4, 2017.
[CrossRef] [Google Scholar] [Publisher Link]
[16] Slack, Slack Features, One Platform for Your Team and Your Work, 2023. [Online]. Available: https://slack.com/features
[17] A. Gelbukh, “Natural Language Processing,” Fifth International Conference on Hybrid Intelligent Systems (HIS'05), Rio de Janeiro, Brazil, 2005.
[CrossRef] [Google Scholar] [Publisher Link]
[18] Salesforce AI Research, Trusted AI, 2023. [Online]. Available: https://www.salesforceairesearch.com/trusted-ai
[19] Kai Jiang, and Xi Lu, “Natural Language Processing and Its Applications in Machine Translation: A Diachronic Review,” 2020 IEEE 3 rd International Conference of Safe Production and Informatization (IICSPI), Chongqing City, China, pp. 210-214, 2020.
[CrossRef] [Google Scholar] [Publisher Link]
[20] Gözde Karataş et al., “Multi-Tenant Architectures in the Cloud: A Systematic Mapping Study,” 2017 International Artificial Intelligence and Data Processing Symposium (IDAP), Malatya, Turkey, pp. 1-4, 2017.
[CrossRef] [Google Scholar] [Publisher Link]