🏅 Macro Medallion
🏅 Human-Speed Quant Lab

AI Gap Hunter

Find a temporarily weak stock, check whether a rebound is realistic, and build a simple plain-English thesis.

4–16 weekstarget window
+5–12%sample rebound zone
Buy onlyno short selling required
Educational only — not financial advice. Macro Medallion is an independent educational project inspired by broad quantitative mean-reversion ideas. It is not affiliated with Renaissance Technologies, the Medallion Fund, or any broker. This app does not fetch live prices or place trades. You copy prompts into an AI/search tool, paste the response here, and the app simplifies the decision.

The Mission

1. Find two related stocks.

2. Ask AI whether one stock is temporarily behind.

3. Look for a realistic rebound over 4–16 weeks.

Key warning: do not buy if the stock is a falling knife or the whole sector is weakening.

1

Find a pair to research

Copy the Step 1 prompt, paste it into AI, then pick one pair to investigate.

2

Deep analyze one pair

Enter the two tickers from Step 1, copy the Step 2 prompt, and paste it into AI.

3

Build the thesis

Paste the AI answer here so the app can turn it into BUY / WATCH / AVOID.

Step 1 — Find a pair to research

Copy this prompt, paste it into ChatGPT/Grok/another AI, then review the results and choose ONE pair to use in Step 2.

Leave blank to search all stock prices. Add a number if you want ideas under $25, $50, etc.
What to do after AI answers: look for the pair labeled BEST CANDIDATE, then copy the stronger ticker and lagging ticker into Step 2.
Show Step 1 prompt preview

Step 2 — Deep analyze one pair

Enter the stronger stock and lagging stock you chose from Step 1. Copy the prompt, paste it into AI, then bring the AI response back to Step 3.

Prompt asks for current priceBuy weaker onlyTemporary vs new normal
What to do after AI answers: copy the full AI response and paste it into Step 3. Do not edit it unless you need to remove unrelated text.
Show Step 2 prompt preview

Step 3 — Build the trade thesis

Paste the AI analysis below. Macro Medallion will simplify it into a verdict, rebound target, trend risk, and warning signs.

WATCH
Paste analysis first.
Advanced details / detected clues

Manage your thesis

After you buy, enter your buy price and current price. The app explains whether you are near your target, need patience, or should re-check the idea.

No saved analysis yet. Run Step 3 first.
How to use Re-Check Prompt: click Copy Re-Check Prompt, paste it into ChatGPT/Grok with current market access, read the answer, then decide whether your original rebound thesis still makes sense. This is useful days or weeks after buying.
After buying, enter your buy price and the latest price. Use “Explain Hold / Sell / Recheck” for a quick app read. Use “Copy Re-Check Prompt” later by pasting it into AI, then compare the AI answer to your saved thesis.

Saved thesis reports

Stored locally on your device only. Export a simple thesis report or optional CSV history.

Tip: use Thesis Report for a readable save. CSV is optional for spreadsheet/history nerds.
Macro Medallion is an independent educational stock research game/tool inspired by human-scale mean reversion. It is not affiliated with Renaissance Technologies or the Medallion Fund. It cannot know your financial situation. Verify current prices/news and do not treat AI output as truth.
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Educational Use Only
Macro Medallion is an independent educational project inspired by quantitative trading concepts. It is not affiliated with Renaissance Technologies or the Medallion Fund. This tool does not provide financial advice, guarantees, or automated trading. AI-generated content may contain errors or outdated information. Always independently verify prices, news, and investment decisions.