AI-Powered Event Trading Tool

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AI-Powered Event Trading Tool

Inspired by a conversation on:

Excess Returns

Excess Returns

Brent Donnelly on the Fed, Inflation, and Why 2% No Longer Matters

Host: Matt Ziegler

Timestamp: 01:01:00 - 01:02:30

Listen to Episode • View Podcast • All Ideas from Excess Returns

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Feather Flow

Direct Quote

"So I think there's a big alpha opportunity in trading events."

Market Gap

Traders struggle to efficiently analyze and respond to market-moving news.

Traders often face the challenge of quickly and accurately interpreting headlines that can impact stock prices. The difficulty lies in the sheer volume of news and the speed at which markets react, leading to potential missed opportunities for profit. Current news aggregation tools may not provide the nuanced analyses required to make informed trading decisions, especially in fast-moving sectors like biotech. As a result, traders can miss significant shifts in market sentiment and price movements, leading to suboptimal trading outcomes.

Summary

The idea is to create an AI-powered tool that analyzes market news and headlines, providing traders with insights on potential stock price impacts and confidence intervals. By leveraging large language models (LLMs), this tool would allow users to input headlines and receive immediate analyses on whether the news is likely to influence stock prices, along with historical context and market data. The target audience includes active traders and hedge funds looking for an edge in event-driven trading. This tool would streamline the process of making trading decisions based on news, enabling traders to react swiftly and effectively to market events.

Categorization

Business Model
SaaS
Target Founder
Technical
Difficulty
Medium
Time to Revenue
3-6 months
Initial Investment
< $10,000

Scores

Clarity
8/10
Novelty
7/10
Feasibility
7/10
Market Potential
8/10
Evidence
6/10
Overall
7/10
Found on September 12, 2025 • Analyzed on September 12, 2023 3:11 PM

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How should I validate this saas idea before building it?

2:34 PM

Great question! For a saas idea like this, I'd recommend starting with these validation steps:

  1. Customer interviews: Talk to Technical to understand their pain points
  2. MVP approach: Build a simple landing page to test demand
  3. Competitor analysis: Research existing solutions and identify gaps

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2:35 PM

Yes, and what about the technical implementation? Should I build this myself or hire a team?

2:36 PM

Based on your idea's complexity and 3-6 months, here's my recommendation:

Technical Strategy:

  • Start with no-code tools for rapid prototyping
  • Consider your technical background and available < $10,000
  • Plan for scalability from day one

I can help you create a detailed technical roadmap and resource allocation plan...

2:37 PM

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