Nine features.
One edge.

Every component solves a concrete market timing problem. Here's the technical breakdown of each one.

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F01

TMS Scoring Engine

The Top Mover Score (TMS) is the core of the system. Every event receives a score from 0 to 100 calculated by the 6-layer engine before it reaches you.

Not a generic sentiment score. It is the result of comparing the event against 2M+ historical situations, measuring propagation velocity across sources, analyzing market microstructure, verifying cross-asset correlation, and determining the closest historical pattern. Only events that clear relevance thresholds are delivered as alerts.

SCORE DISTRIBUTION — LAST 48H
SEND NOW (≥82)12 events
SEND PREMIUM (68–81)31 events
WATCH (55–67)58 events
FEED (40–54)94 events
REJECT (<40)203 events
F02

6-Layer AI Engine

Every signal passes through 6 independent subsystems. The final score is a weighted combination of all 6. No single layer decides the outcome on its own.

SS1 kNN (35%): Historical event similarity matching. SS2 Velocity (15%): Cross-source propagation speed. SS3 Microstructure (20%): Order flow, spreads, and options activity. SS4 Cross-Asset (10%): Sector and ETF confirmation. SS5 Timing: Historical reaction window for this catalyst type. SS6 Patterns (15%): Match against 28 catalogued event archetypes.

SUBSYSTEMS — NVDA SUPPLY_CHAIN_DEAL · SCORE 87
SS1kNN Momentum35%84
SS2Velocity15%71
SS3Microstructure20%88
SS4Cross-Asset10%79
SS5TimingTiming
SS6Patterns15%82
F03

26+ Live Data Sources

The system aggregates data from 26 simultaneous sources. Each is weighted by its historical record of actionable signals.

Regulatory: SEC EDGAR, FDA, NYSE/NASDAQ Halts. News: Benzinga, GlobeNewswire, PRNewswire, Reuters, BioSpace. Financial: Finnhub, Alpha Vantage, FMP, Yahoo Finance. Market: Alpaca SIP (level-2), Unusual Whales, Quiver Quant. Social: Twitter/X, StockTwits, Seeking Alpha. Specialized: ClinicalTrials, OpenBB, Earnings Calendar.

SOURCE STATUS — REAL TIME
SEC EDGAR
1.2sACTIVE
FDA
2.1sACTIVE
NYSE Halts
0.8sACTIVE
Benzinga
1.5sACTIVE
Unusual Whales
3.2sACTIVE
Alpaca SIP
0.3sACTIVE
Twitter/X
4.1sACTIVE
F04

FinBERT Sentiment Analysis

Every headline is processed by ProsusAI FinBERT, a transformer model trained specifically on financial text.

FinBERT is not a generic model. It was fine-tuned on millions of financial news articles and earnings reports. Returns a sentiment score from 0 to 100 (50 = neutral). Scores ≥60 → BULLISH. Scores ≤40 → BEARISH. This score is combined with TMS to contextualize the signal without replacing it.

FINBERT ANALYSIS — LIVE
FDA approves lecanemab for Alzheimer'sBULLISH 91%
TSLA deliveries beat consensus by 12%BULLISH 86%
Regulator opens fraud investigationBEARISH 8%
Company announces dilutive share offeringBEARISH 22%
F05

Automatic Catalyst Classification

The system classifies every signal into more than 20 catalyst types so you can filter exactly what interests you.

Types include: FDA_APPROVAL, CLINICAL_TRIAL, EARNINGS_BEAT, EARNINGS_MISS, M&A, MERGER, ACQUISITION, FILING, COMPLIANCE, EQUITY_FINANCING, REGULATORY, FRAUD, SHORT_SQUEEZE, INVESTIGATIVE, AI_PARTNERSHIP, SUPPLY_CHAIN, GOVERNMENT_CONTRACT, ANALYST_UPGRADE, ANALYST_DOWNGRADE, OPTIONS, and more. Each catalyst has a historical price movement profile.

CATALYST BREAKDOWN — LAST 48H
FDA/CLINICAL14
EARNINGS22
M&A/MERGER8
FILING/SEC31
FRAUD/INVEST5
OPTIONS18
F06

Real-Time Web Dashboard

Access all signals from the browser. Live news feed, full signal detail view, and integrated Alpaca price chart.

The dashboard includes: live news feed with catalyst filtering, top movers view with TMS scores, per-signal detail page with 5-min price chart, sentiment indicators and SS1–SS6 breakdown. Auto-refreshes every 15 seconds with no page reload required.

tradeai-news — signal_feed
LIVE
14:32:11BIIBFDA91FDA grants accelerated approval for lecanemab
14:28:47NVDASUPPLY87TSMC confirms 3nm capacity for H100 successor
14:15:03TSLAEARN83Tesla Q1 beats consensus by 12%
13:54:22MRNACLIN71Phase 3 melanoma trial shows 67% response rate
F07

Fast-Track Alerts

Certain event types trigger fast-track mode: normal queues are bypassed and the signal is sent immediately, regardless of score.

Fast-track activates for: FDA approvals (all types), NYSE/NASDAQ trading halts, M&A deals and announced acquisitions, earnings releases outside regular hours, definitive SEC material filings (DEF14A, SC 13D). In fast-track mode the system prioritizes speed over complete analysis — you receive the alert while the engine finishes scoring.

⚡ FAST-TRACK ACTIVATED
NYSE HALT — BIIBHALT REGULATORY

Trading halted pending material news. Scoring in progress.

Latency: 0.8sScore: calculating…
DELIVERED BEFORE FINAL SCORE · ELITE + PRO
F08

Outcome History (ret_1h, ret_4h, ret_1d)

Every signal stores the price return at 1h, 4h, and 1 day from the event. This enables real-world effectiveness tracking.

Returns are updated automatically by comparing the detection price against subsequent prices. Available in the signal dashboard and exportable via API. With this history you can: calculate win rate by catalyst type, identify which TMS score ranges generate the most movement, and optimize your entry strategy based on real system data.

OUTCOME HISTORY — SEND_NOW (≥82)
Avg return 1H+3.2%
Avg return 4H+5.1%
Avg return 1D+6.8%
Win rate 1H67%
Win rate 4H71%
Based on 847 SEND_NOW signals · Last 90 days
F09

REST API Integration

Access all signals directly from your trading system via REST API. Endpoints for recent signals, detail by ID, and historical data.

Available endpoints: GET /v1/signals/recent?limit=200&hours=48, GET /v1/signals/{id}, GET /v1/signals/top-movers?limit=20. JWT Bearer token authentication. JSON responses with all fields: ticker, headline, catalyst_type, top_mover_score, subsystem_scores, sentiment_score, ret_1h, ret_4h, ret_1d. Exclusive to Elite plan.

// GET /v1/signals/recent?limit=3
{
"signals": [
{
"ticker": "BIIB",
"top_mover_score": 91,
"catalyst_type": "FDA_APPROVAL",
"sentiment_score": 0.91,
"ret_1h": 0.042
}
]
}

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