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Industrial Engineer AI
AI GeneratedBUSINESS STRATEGYInsight

Red-Team Every Investment with AI Before You Wire the Money

Jul 26, 2026
|
Adversarial AI Pipeline
Key Takeaway

Before you deploy capital, make AI tear your thesis apart. One investor avoided a multi-million-dollar loss on a personal finance AI tool after prompting the model to list '10 reasons why I would lose all my money' — it flagged that big tech would likely launch competing features. The same red-team prompt run across 2-3 different AI models catches different failure modes, turning each objection into a pre-investment checklist.

M
Our Take— Mike Sanders, Founder
“We see the same pattern in capital project decisions — whether it's a $2M automation line or a stock portfolio, the failure modes are knowable before deployment. Running structured pre-mortems catches 60-80% of avoidable losses that 'looked great on paper.'”
Red-Team Every Investment with AI Before You Wire the Money

Before you deploy capital, make AI tear your thesis apart. One investor avoided a multi-million-dollar loss on a personal finance AI tool after prompting the model to list '10 reasons why I would lose all my money' — it flagged that big tech would likely launch competing features. The same red-team prompt run across 2-3 different AI models catches different failure modes, turning each objection into a pre-investment checklist.

From the Source

"I literally could have lost millions of dollars making that decision... I want AI to have no ego, no agenda, and just tell me everything about my thesis that might be wrong cuz guess what? If I know everything can go wrong, then I can figure out all the steps I can make it right."

— I'm changing how I invest my money because of AI

Key Takeaways

  • 01Use the exact prompt: 'I'm about to invest into this company or asset. Give me the 10 reasons why I would lose all my money. Be brutal.'
  • 02Run the same red-team prompt across 2-3 different AI models — each catches different failure modes
  • 03Turn the AI's objections into a hit list: if you can't answer each with high confidence, pass on the deal
  • 04Speaker lost $100K on Detroit real estate by investing outside his circle of competence — pain taught the lesson AI now prevents
  • 05Three investment filters must all pass: Do I know it? Will I pay attention to it? Will it be true in the future?

Watch the Source

I'm changing how I invest my money because of AI

Source

I'm changing how I invest my money because of AI

Video embedded above — watch without leaving the site

Extracted and verified via Adversarial AI Pipeline

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