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Machine Learning & AI in Finance

New Constructs Data
July 1, 20260Comments

Introducing FinSights, your AI Agent

We’re proud to introduce FinSights AI. The only AI agent for investing that you can trust.
by David Trainer, Founder & CEO
Danger Zone
May 11, 20260Comments

AI Is Devouring All the Cash

AI is taking all the cash from the biggest names in the market.
by Kyle Guske II, Senior Investment Analyst, MBA
May 1, 20260Comments

Watch the FinSights Showcase from Google Cloud Next 2026

See how AI agents are moving beyond basic chat to perform complex, multi-step financial analysis, the unique challenges of financial data, and more.
by Kyle Guske II, Senior Investment Analyst, MBA
April 20, 20260Comments

AI: The Good and Bad News for Advisors For the Financial Planning Association (FPA) of Middle TN

The FPA of Middle Tennessee hosted CEO David Trainer for a discussion on how AI is changing the nature of the asset management and financial advisory professions.
by Kyle Guske II, Senior Investment Analyst, MBA
April 17, 20260Comments

AI Is Designed To Lie To You

For AI to evolve into a trusted partner for completing serious work, we need to be honest about how it performs.
by David Trainer, Founder & CEO
March 31, 20260Comments

The Stock Market Is Rogue AI’s Most Obvious Target. Here’s How We Protect It.

We should return our attention to the quiet war for safe AI.
by David Trainer, Founder & CEO
Danger Zone
March 23, 20260Comments

Shareholders Vs. Employees: The Next AI Tradeoff

There have been many headlines about AI replacing humans for many jobs, and now we’re seeing it happen in real time.
by Kyle Guske II, Senior Investment Analyst, MBA
March 11, 20260Comments

Footnotes Warned Us Before Oracle’s AI Bets Unraveled

The signs were there all along, you just had to know where to look.
by Kyle Guske II, Senior Investment Analyst, MBA
Danger Zone
March 2, 20260Comments

The Great Rotation: Fade Dying Tech Stars

The last tech giants standing are carrying the overall tech sector’s fundamentals on their broad shoulders.
by Kyle Guske II, Senior Investment Analyst, MBA
Danger Zone
February 23, 20260Comments

The Worst Is Yet to Come for AI Winners and Losers

Declining free cash flows are the canary in the coal mine. It’s time to sell most of big tech.
by Kyle Guske II, Senior Investment Analyst, MBA
Danger Zone
February 18, 20260Comments

The Hidden $500+ Billion Accounting Trick That Will Sink These AI Stocks

Some companies are using accounting tricks to hide how much capital they are risking to stay in the AI race.
by Kyle Guske II, Senior Investment Analyst, MBA
Danger Zone
November 10, 20250Comments

Danger Zone: The Losers in the AI Arms Race

Find out who will win or lose the AI arms race in this report.
by Hakan Salt, Associate Investment Analyst
November 6, 20250Comments

How We Made AI Real for Investors: The Story Behind FinSights

It is the first truly reliable AI for investing. Allow me to prove it to you.
by David Trainer, Founder & CEO
November 5, 20250Comments

FinSights: AI Stock Picking for All Investors

Artificial intelligence for stock picking has arrived.
by David Trainer, Founder & CEO
September 19, 20250Comments

Thinking Small Drives Big Leaps in AI

The SLM created by New Constructs powers market-beating stock picking.
by David Trainer, Founder & CEO
ROIC vs. WACC
August 18, 20250Comments

How To Teach AI To Pick Stocks

AI is rapidly gaining traction in the investing business, and endowing machines with the subject matter expertise is the next step.
by Hakan Salt, Associate Investment Analyst
July 21, 20250Comments

Forget Chips, AI Firms Need Higher Quality Data to Win

To build real artificial intelligence (AI), high-quality training data is arguably the single most important ingredient.
by David Trainer, Founder & CEO
November 1, 20240Comments

AI Is Not Magic. What Can You Trust?

I get real about AI and what makes it work - like really work, not the smoke and mirrors you see from most AI.
by David Trainer, Founder & CEO
About Us
June 5, 20190Comments

A New Paradigm for Fundamental Data & Research

Learn why we developed the unrivaled subject matter expertise needed to bring you the best in fundamental research.
by David Trainer, Founder & CEO
April 12, 20180Comments

Get the E-Book for the 5-Part Series on “Machine Learning & AI for Smarter Investing”

Based on our deep experience with AI and machine learning, we put together an E-book, “Machine Learning & AI for Smarter Investing” to explore AI in finance.
by Kyle Guske II, Senior Investment Analyst, MBA
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