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General Market Comments

Insights on the forces that shape our capital markets and the future of our country.

February 9, 20260Comments

Podcast: Earnings Data Is Wrong And Could Hurt Your Portfolio

Learn why footnotes matter and how we leverage our reverse discounted cash flow model to quantify the expectations baked into stock prices.
by Kyle Guske II, Senior Investment Analyst, MBA
February 9, 20260Comments

Podcast: How We Beat Wall Street with Small Language Models

CEO David Trainer joined the Apex AI Podcast to discuss how we leverage small language models to deliver Core Earnings data proven to beat the market.
by Kyle Guske II, Senior Investment Analyst, MBA
Likely to Miss Earnings
January 9, 20260Comments

4Q25 Earnings: Where Street Estimates Are Too High & Who Should Miss

We’ll show the five S&P 500 companies with overstated Street Earnings most likely to miss 4Q25 earnings.
by Kyle Guske II, Senior Investment Analyst, MBA
Most Likely to Beat Earnings
January 7, 20260Comments

4Q25 Earnings: Where Street Estimates Are Too Low & Who Should Beat

We’ll show the five S&P 500 companies with understated Street Earnings most likely to beat 4Q25 earnings.
by Kyle Guske II, Senior Investment Analyst, MBA
January 6, 20260Comments

Live Podcast Friday: Tariffs and Rare Earth Metals Discussion with Slingshot Insights

All are welcome to join us for our first live podcast of 2026 on Friday, January 9 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
December 11, 20250Comments

Live Podcast Soon: AI for Smarter Investing & New Memberships

All are welcome to join us for our next live podcast on Friday December 12 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
November 26, 20250Comments

The Transformative Role of AI In Investing: The Intelligent Edge Podcast

Learn how our company came about, to how it has been and remains the thought leader in AI for investing.
by Kyle Guske II, Senior Investment Analyst, MBA
November 26, 20250Comments

The Impact of AI On Investing: David Trainer’s Presentation at Harvard Business School

AI is learning the same way as a human analyst, but doing so at a much faster pace.
by Kyle Guske II, Senior Investment Analyst, MBA
November 12, 20250Comments

Live Podcast Soon: Expert Discussion with Slingshot Insights

All are welcome to join us for our next live podcast on Friday November 14 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
October 8, 20250Comments

Live Podcast Soon: Thinking Small Drives Big Leaps in AI

All are welcome to join us for our next live podcast on Friday October 10 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
Likely to Miss Earnings
October 8, 20250Comments

3Q25 Earnings: Where Street Estimates Are Too High & Who Should Miss

We’ll show the five S&P 500 companies with overstated Street Earnings most likely to miss 3Q25 earnings.
by Kyle Guske II, Senior Investment Analyst, MBA
Most Likely to Beat Earnings
October 8, 20250Comments

3Q25 Earnings: Where Street Estimates Are Too Low & Who Should Beat

We’ll show the five S&P 500 companies with understated Street Earnings most likely to beat 3Q25 earnings.
by Kyle Guske II, Senior Investment Analyst, MBA
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
September 10, 20250Comments

Live Podcast Soon: Separating Fact from Fiction: See Our New AI Agent for Investing

Join us this Friday when we showcase our new AI Agent and discuss the happenings in today’s market.
by Kyle Guske II, Senior Investment Analyst, MBA
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 28, 20250Comments

The Hidden Flaws in Fundamental Data

There are so many misperceptions about fundamental data.
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
Most Likely to Beat Earnings
July 3, 20250Comments

2Q25 Earnings: Where Street Estimates Are Too Low & Who Should Beat

We’ll show the five S&P 500 companies with understated Street Earnings most likely to beat 2Q25 earnings.
by Kyle Guske II, Senior Investment Analyst, MBA
Likely to Miss Earnings
July 3, 20250Comments

2Q25 Earnings: Where Street Estimates Are Too High & Who Should Miss

We’ll show the five S&P 500 companies with overstated Street Earnings most likely to miss 2Q25 earnings.
by Kyle Guske II, Senior Investment Analyst, MBA
June 23, 20250Comments

Don’t Be Misled by Flawed Metrics

The only way to truly understand the health of the underlying business of a company is to go through the footnotes in the filings.
by Hakan Salt, Associate Investment Analyst
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