My AI Investment Operating System β€” Build Yours in 5 Steps

6 min read Original article β†—

πŸ€– 8 AIs Γ— 7 Investing Experiments

Your Personal
AI Investment
Operating System

Claude, ChatGPT, Gemini, Grok, DeepSeek, Kimi, Qianwen, and Doubao spent tens of thousands of tokens across 7 real experiments debating one question: what investing philosophy works best? This tool turns their answers into your personalized coaching system.

πŸ“š 8 AIs' Knowledge

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🩺 5-Step Diagnosis

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🎯 Your Investment OS

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Diagnose your investing fit β€” with a personalized match score

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See what 8 AIs actually think about investing philosophies

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Get a Prompt Library personalized to your exact profile

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Find out which AI fits each investing task best

← See the full AI Investing Experiment series

πŸ§ͺ Or jump straight to a Decision Lab Tool

⚠️ For educational purposes only. Not financial advice. All content is based on AI experiment data and does not represent professional investment guidance.

Before we start

Have you started investing yet?

This shapes how we describe your profile and what we show you next.

A

Yes β€” I have a brokerage or fund account

B

Not yet β€” I'm figuring out where to start

Question 1 of 4

How many investing philosophies do you know?

There are 6 main schools. Before we ask what fits you, let's make sure we're on the same page.

A

1–2 β€” heard of them but not clear on the differences

C

4–5 β€” pretty solid grasp

D

All 6 β€” I'm familiar with each one

πŸ¦… Value Investing

Warren Buffett Β· Benjamin Graham

Find great businesses trading below their intrinsic value. Buy and hold for years β€” let compounding do the work. The "boring" approach that historically outperforms most active strategies.

πŸ“Œ e.g. Coca-Cola (KO), Apple (AAPL), Berkshire (BRK.B) β€” durable brands, wide moats, held for decades.

πŸ“Š Index / Passive Investing

John Bogle

Don't try to beat the market β€” own the whole market cheaply. Dollar-cost average into index funds. Beat most professionals by doing almost nothing.

πŸ“Œ e.g. SPY / VOO (S&P 500), VTI (total US market), QQQ (Nasdaq 100). Set auto-invest and ignore the noise.

🌱 Growth Investing

Philip Fisher

Find companies growing revenues and market share rapidly. Pay a premium for future dominance. Higher upside, higher volatility β€” patience and conviction required.

πŸ“Œ e.g. NVIDIA before the AI boom, Amazon in the 2010s β€” high P/E, high growth, requires holding through painful drawdowns.

πŸ“ˆ Trend Trading

Jesse Livermore

Follow price momentum. Buy what's going up, sell what's going down, cut losses fast. Demands iron discipline β€” most practitioners eventually lose without a system.

πŸ“Œ e.g. Bitcoin & crypto cycles, NVDA breakout in 2023. Success depends entirely on when you enter and exit.

🌐 Macro Hedge

George Soros Β· Ray Dalio

Trade across asset classes based on macroeconomic cycles: currencies, bonds, commodities, equities. Extremely high bar for entry β€” this is institutional-level complexity.

πŸ“Œ e.g. Gold (GLD) as inflation hedge, TLT on rate cuts, oil on supply shocks. Soros shorted the British pound. Dalio uses All Weather.

🎯 Core-Satellite

Bogle + Buffett / Fisher hybrid

80% index for stable market beta Β· 20% active positions for selected upside. Structure that lets you benefit from both systematic and conviction-based investing.

πŸ“Œ e.g. VOO as core + 3–5 hand-picked stocks as satellite. Separates "must not lose" from "willing to bet on."

Question 1 of 4 β€” Let's start from the basics

A quick introduction before we build your system

These are the building blocks. Tap to expand any section. No test β€” just context so you can make an informed choice.

πŸ“‚ Q1-1 β€” What types of investing exist?

🧭 Q1-2 β€” What are the main investing philosophies?

You've probably heard of these investors. Tap each one to see what approach they represent.

Question 2 of 4

Which school do you think the 8 AIs recommended?

Make a prediction β€” then see the actual experiment data. You can select more than one.

8 AIs were each asked independently: "Which investing philosophy should an ordinary person choose?" Every single one said Value Investing. None chose growth, index, or trend as their top answer. Their reasoning converged on one insight: value investing is the only system that turns a retail investor's biggest "weakness" into a strength β€” retail investors can't compete on speed or data, but they have one edge institutions don't: unlimited time horizon. Patience is the core weapon.

"DeepSeek: AI is best used as an information pickaxe, not a crystal ball. Use it for 80% of information processing and cross-referencing β€” not predicting the 20% that requires reading people."

"Claude: The only resource retail investors have that institutions don't is time horizon β€” value investing is the only system that turns this into an advantage."

"ChatGPT: A system built on patience, research discipline, and emotional control aligns perfectly with the tools AI can actually provide β€” systematic information, not market timing."

"Doubao: The retail investor's greatest advantage isn't speed, it's freedom β€” no quarterly earnings pressure, no redemption risk, no career risk. Value investing is the only school that exploits this fully."


Your turn

Which path do you want to explore?

All 8 AIs recommended value investing β€” but the final choice is yours. Pick the path that genuinely interests you. We'll generate a personalized Prompt Library tailored to your exact answers.

Question 3 of 4 β€” Your profile

Tell me about yourself

Answer honestly β€” the more accurate, the more useful your AI prompt will be.

AI Analysis Engine β€” Running

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πŸ›οΈ Your AI Investment Committee

8 leading AIs independently reviewed your profile. Here are their verdicts.

πŸ“‹ Your Answers β€” Fit Analysis


πŸš€ Your Personalized Prompt Library

Choose a use case, copy the prompt (pre-filled with your answers), paste into any AI and start immediately.

πŸ’‘ Tip: The Core-Satellite prompt is long β€” paste the whole thing into a new conversation so the AI reads it completely before you start.

πŸ”’ Privacy tip: The copied prompt includes our most complete financial context template β€” delete any lines you'd rather not share, nothing is required. Fill it in directly in your AI chat, not here. We never see or store your conversation.

πŸ§ͺ Decision Lab β€” 6 Calculation Tools

Each tool is a full decision engine: calculate β†’ AI explain β†’ visualize β†’ decide. All 5 schools + 8 AI committee inside every tool.

Also available in Chinese β€” δΈ­ζ–‡η‰ˆε…₯口 β†’

⚠️ For educational purposes only. Not financial advice. Investing involves risk β€” always do your own research.