Andrew sits down with David Trainer, CEO of New Constructs, to talk about what AI can actually do for investors—and where most tools fall short. David explains why the future of AI in investing depends less on flashy chatbots and more on trustworthy, auditable data and domain-specific “agents” that don’t pull from the open internet.

They dig into how New Constructs built its dataset over decades, why “99% accurate” data still isn’t good enough for financial decisions, and how their AI agent (FinSights) uses deterministic rules on validated fundamentals to help investors screen, compare, and avoid misleading earnings and black-box outputs.

What You Will Learn

Why AI outputs are only as good as their inputs
What “agentic” AI means and why domain-focused agents beat internet-wide chatbots
How New Constructs built an auditable fundamentals dataset over 20+ years
How core earnings and “earnings edge” can change how you evaluate companies and indices
What kinds of investors New Constructs is built for

Timestamps

00:30 Why AI conversation matters

02:15 Fundamentals first

03:21 Why chatbots beat search—but still aren’t “expert” decision-maker

05:14 Google Cloud partnership & why reliable datasets are the real secret sauce

07:19 The problem with “best stocks” answers

08:03 What “agentic” AI means: domain-specific agents

09:14 “Walled garden” data: why the agent must NOT talk to the internet

11:57 Data reliability: why 99% good data can still be unusable for decisions

16:01 How New Constructs maintains data integrity & self-verifying systems

33:44 Index methodology & how their core earnings leaders / very attractive indices work

Resources Mentioned

The Value Spotlight Newsletter: ⁠https://einvestingforbeginners.com/value-spotlight-newsletter⁠/

New Constructs: https://www.newconstructs.com/

Have questions or want your story featured? Email the show at ⁠newsletter@einvestingforbeginners.com⁠ or comment below. Your feedback shapes the podcast!

Remember, invest with a margin of safety—emphasis on the safety. Have a great week, and we’ll talk to you next time.

Timestamps are generated by artificial intelligence, and are not 100% accurate depending on the platform used for listening.

⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠

Today’s show is sponsored by:

Download the Plynk app today to start building your investing confidence. https://plynkinvest.app.link/plynkifb2026

Go to ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠SHOPIFY.COM/beginners⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ to start selling with Shopify today.⁠ ⁠⁠⁠⁠⁠https://www.shopify.com/beginners⁠⁠⁠⁠

Upgrade your wardrobe with Quince to get high-quality, luxury essentials at a fraction of the cost by visiting ⁠https://quince.com/beginners⁠

Turn your passion into profit, connect directly with eager buyers, and grow your business by hosting live, interactive auctions at ⁠https://whatnot.com/sell⁠

Supercharge your productivity and automate your daily tasks by building custom AI agents in your all-in-one workspace at ⁠https://notion.com/investing⁠

⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠

Interested in how your company sponsor the show? Reach us at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠equity@einvestingforbeginners.com⁠⁠⁠⁠⁠

Learn more about your ad choices. Visit megaphone.fm/adchoices