AI WORK / AI MARKET SIGNAL SYSTEM

AI market research that runs every trading day.

An automated system that scans 194 US and India stocks daily, combines technical indicators with AI news-sentiment scoring, and delivers ranked research reports by email.

Internal system · In daily operationPython · Cloud VPS · Broker and market-data APIs

The problem.

Reviewing hundreds of stocks across two markets every morning is slow and inconsistent. The goal was a disciplined, repeatable process that applies the same rules every day and is allowed to recommend nothing when nothing qualifies.

What we built.

Two-market scanning

84 US large caps (S&P 500 and Nasdaq majors) and 110 NSE stocks (Nifty 50 plus major midcaps) are scanned on each trading day.

AI sentiment plus technicals

Each stock combines RSI, 20-day moving average, and momentum with an LLM reading of live news sentiment into one 0–100 score.

Strict quality gates

Only bullish setups that pass RSI, sentiment, and score thresholds qualify, and at most five are picked per market.

Supervisor agent

A supervising agent sets a green, yellow, or red gate before the market opens and monitors positions during the day.

Reports and tracking

HTML emails carry entry, stop, and target levels. Every call is tracked after the market closes and rolled into weekly and monthly reports.

Safe execution modes

The system works with a broker API, and each new strategy runs in paper mode first, sending email only, until a person approves it.

Under the hood.

PythonLLM sentiment analysisTechnical indicatorsBroker API integrationScheduled jobs (cron)HTML email reportingDashboards
Built responsibly. This is an internal research system. Nothing on this page is investment advice, and no returns or performance figures are claimed.

What we can build for you.

  • Data pipelines that score and rank items against your own rules
  • LLM analysis of news, reviews, or documents feeding a decision score
  • Scheduled agents with human approval gates and paper or test modes
  • Automated daily, weekly, and monthly reporting by email or dashboard
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LET’S BUILD SOMETHING USEFUL

A real problem.
A good place to start.

Tell us what you want to build, connect, or improve. We’ll work out the next step together.

Work with AIGaur