CEO David Trainer recently joined Matt Buchalski, Nick Good, and Brian Force on The Intelligent Edge podcast to discuss everything New Constructs. David goes in into details: from how our company came about, to how it has been and remains the thought leader in AI for investing. Key topics from the discussion include:
- How we built New Constructs to fix the failures of Wall Street research.
- How we trained machines on decades of expertise to parse 10-Ks, 10-Qs, and footnotes at scale.
- How this diligence creates superior metrics and insights that provide real actionable signals, like Core Earnings and return on invested capital (ROIC).
- Our newest evolution: FinSights, an AI agent developed with Google Cloud that is radically different from generic large language models.
- How this new agent leverages our proprietary, footnote-level dataset instead of scraping the internet for “answers.”
- How reliable, transparent fundamental data paired with purpose-built AI levels the playing field for all investor and drives alpha.
Watch the entire podcast below.
For more information on FinSights, see the press release here and watch our demo video here.
This article was originally published on November 26, 2025.
Disclosure: David Trainer, Kyle Guske II, and Hakan Salt receive no compensation to write about any specific stock, style, or theme.
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