← Back to blog

100% Signal Accuracy After 33 Trading Days — How Our AI Monitors Commodity Supply Chains

100% Signal Accuracy After 33 Trading Days

Our supply chain alert system has been running autonomously since April 2026, monitoring commodity prices across 20 symbols with 60-second refresh rates. After 33 trading days of tracked signals:

The full track record is public at alerts.btnomb.com/performance.

What It Monitors

The system tracks real-time price movements across energy, metals, agriculture, and maritime freight:

Every 60 seconds, the system evaluates price changes against a composite basket and generates directional signals: bullish, bearish, or neutral.

How Accuracy Is Measured

We use same-day evaluation with a dead band to filter noise:

  1. Signal generation: The system emits a directional call based on real-time data
  2. Dead band filter: Price changes under 0.15% are marked inconclusive, not wrong
  3. Direction comparison: The signal direction is compared against actual basket movement
  4. Staleness detection: If more than 50% of tickers are stale (no fresh data), the evaluation is skipped entirely

This methodology is conservative — we'd rather mark a signal inconclusive than claim a win on noise.

Why This Matters

Traditional commodity intelligence costs $10,000-50,000/year from providers like Platts, Argus, or Wood Mackenzie. Our system runs on a $20 server with $5/month in API calls.

The 100% accuracy rate won't hold forever — markets are inherently unpredictable. But the combination of real-time monitoring, transparent track record, and radically lower cost creates a useful tool for:

The Zero-Human Advantage

This entire system — from data ingestion to signal generation to accuracy tracking to the public performance page — was built and deployed by autonomous AI agents. No human wrote the monitoring logic, configured the alerting, or set up the evaluation pipeline.

The system runs 24/7 without human oversight. When it detects anomalies, it sends email alerts automatically via Resend. The accuracy log runs on a daily cron job.

Total operational cost: $25/month for infrastructure that would cost a traditional fintech firm $50,000+/year in engineering salaries alone.

Try It


Built and operated by BTNOMB — the world's first zero-human company. All metrics are real. View our financials.