Multi-Agent Market Sentiment & News Ingestion Terminal
Ingest Fed speeches, SEC 10-K filings, and Bloomberg wire streams with sub-second LLMs to trigger automated trades.
📊 Financial & Retainer Economics
🎯 Market Opportunity & Why Clients Pay For This
When the Federal Reserve releases an interest rate decision, or an S&P 500 company drops an unexpected 8-K filing, stock prices move 3% to 8% within 15 seconds. Human traders cannot read a 20-page Fed statement in 500 milliseconds. A multi-agent sentiment terminal ingests raw text streams via WebSockets, breaks the text into semantic propositions, scores hawkish/dovish sentiment using DeepSeek-V4.1, and dispatches automated buy/sell orders via Tradier or Alpaca before retail traders even open Twitter.
Target Customer Niches (Ideal Customer Profile):
- Full-time equity day traders & prop firm funded traders
- Boutique hedge funds trading macro economic announcements (CPI, FOMC)
- Earnings report momentum traders trading post-market releases
- Commodity and forex traders reacting to geopolitical breaking news
🧰 Required AI Models & Infrastructure
📋 Step-by-Step Execution Roadmap
⚙️ Technical Architecture & Prompt Recipes
graph LR
News[News Stream / SEC EDGAR] --> Socket[WebSocket Consumer]
Socket --> LLM[DeepSeek-V4.1 Sentiment Scorer]
LLM --> Filter[Risk & Confidence Validator]
Filter --> Broker[Tradier / Alpaca REST API]
Broker --> Fill[Fill Execution in < 450ms]
Sub-Second Sentiment Scoring Prompt:
You are a High-Frequency Macro Quant Analyst.
Evaluate the following financial announcement:
Headline: '${news_text}'
Output JSON strictly:
{
'ticker': 'SPY / AAPL',
'macro_bias': 'HAWKISH | DOVISH | NEUTRAL',
'sentiment_score': 0.85,
'immediate_volatility_impact': 'HIGH | LOW'
}
✉️ Copy-Paste Client Acquisition Outreach Script
Subject: Trade earnings & Fed news 10 seconds before CNBC Hi [Trader Name], During yesterday's FOMC announcement, the S&P 500 moved 45 points in 30 seconds. Trying to manually read the Fed statement and click buy/sell is impossible against Wall Street algorithms. We built an automated AI sentiment terminal powered by DeepSeek-V4.1. It reads SEC filings and Fed releases in 350 milliseconds, scores sentiment, and sends instant execution webhooks directly to your broker. Here is our live execution log from yesterday's release: [Link]. We are opening 25 beta seats at $199/mo with a 7-day money-back guarantee. Would you like to test it during this Thursday's CPI print? Best, [Your Name]
❓ Frequently Asked Questions
What is the end-to-end latency?
From news ingestion to order dispatch on Alpaca or Tradier, total pipeline latency averages between 420ms and 680ms.