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The views expressed herein do not constitute research, investment advice or trade recommendations and do not necessarily represent the views of all AB portfolio-management teams. Views are subject to revision over time.
For illustrative purposes only.
Through December 31, 2022
Source: AI, Algorithmic and Automation Incidents and Controversies (AIAAIC) Repository; and Nestor Maslej, Loredana Fattorini, Erik Brynjolfsson, John Etchemendy, Katrina Ligett, Terah Lyons, James Manyika, Helen Ngo, Juan Carlos Niebles, Vanessa Parli, Yoav Shoham, Russell Wald, Jack Clark and Raymond Perrault, The AI Index 2023 Annual Report, AI Index Steering Committee, Institute for Human-Centered AI, Stanford University, Stanford, CA, April 2023.
For illustrative purposes only.
Source: AllianceBernstein (AB)
AI integration: How has the company integrated AI into its overall business strategy? What are some specific examples of AI applications within the company?
Board oversight and expertise: How does the board ensure it has sufficient expertise to effectively oversee the company’s AI strategy and implementation? Are there any specific training programs or initiatives in place?
Public commitment to responsible AI: Has the company published a formal policy or framework on responsible AI? How does this policy align with industry standards, ethical AI considerations, and AI regulation?
Proactive transparency: Does the company have any proactive transparency measures in place to withstand future regulatory implications?
Risk management and accountability: What risk management processes does the company have in place to identify and mitigate AI-related risks? Is there delegated responsibility for overseeing these risks?
Data challenges in LLMs: How does the company address privacy and copyright challenges associated with the input data used to train large language models? What measures are in place to ensure input data is compliant with privacy regulations and copyright laws, and how does the company handle restrictions or requirements related to input data?
Bias and fairness challenge in generative AI systems: What steps does the company take to prevent and/or mitigate biased or unfair outcomes from its AI systems? How does the company ensure that the output of any generative AI systems used are fair, unbiased, and do not perpetuate discrimination or harm to any individual or group?
Incident tracking and reporting: How does the company track and report on incidents related to its development or use of AI, and what mechanisms are in place for addressing and learning from these incidents?
Metrics and Reporting: What metrics does the company use to measure the performance and impact of its AI systems, and how are these metrics reported to external stakeholders? How does the company maintain due diligence in monitoring the regulatory compliance of its AI applications?
The views expressed herein do not constitute research, investment advice or trade recommendations and do not necessarily represent the views of all AB portfolio-management teams. Views are subject to revision over time.
Investment involves risk. The information contained here reflects the views of AllianceBernstein L.P. or its affiliates and sources it believes are reliable as of the date of this publication. AllianceBernstein L.P. makes no representations or warranties concerning the accuracy of any data. There is no guarantee that any projection, forecast or opinion in this material will be realized. Past performance does not guarantee future results. The views expressed here may change at any time after the date of this publication. This article is for informational purposes only and does not constitute investment advice. AllianceBernstein L.P. does not provide tax, legal or accounting advice. It does not take an investor's personal investment objectives or financial situation into account; investors should discuss their individual circumstances with appropriate professionals before making any decisions. This information should not be construed as sales or marketing material or an offer of solicitation for the purchase or sale of, any financial instrument, product or service sponsored by AllianceBernstein or its affiliates. This presentation is issued by AllianceBernstein Hong Kong Limited (聯博香港有限公司) and has not been reviewed by the Securities and Futures Commission.