Yuan Zou, Assistant Professor at Harvard Business School, hosted CEO David Trainer along with Kris Bennatti (Hudson Labs) and Ron Levin (Alumni Ventures) for a panel discussion on AI’s impact on investing.
Figure 1: David Trainer at Harvard Business School
Sources: New Constructs, LLC
Topics of discussion included:
- How AI will replace analysts and portfolio managers,
- Why hard questions make AI lie and hallucinate,
- How high-quality data is essential to building reliable AI,
- and more.
Thanks to a member of the audience for recording a short clip of the panel, which you can view here. You can find David’s slides from the presentation below.
Figure 2: AI Investing Panel at Harvard Business School
Sources: New Constructs, LLC
If you’re interested in having David Trainer speak with your practice or firm, please email us at support@newconstructs.com.
For real-time evidence of the importance of superior fundamental data and how it can teach AI to generate novel alpha, see the strong outperformance of the Bloomberg indices powered by our superior data.
Looking for a tool that bundles our superior fundamental data with an easy-to-understand stock rating system? Look no further.
This article was originally published on April 29, 2026.
Disclosure: David Trainer and Kyle Guske II receive no compensation to write about any specific stock, sector, style, or theme.
Questions on this report or others? Join our online community and connect with us directly.

