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The Pipeline
Five stages. Under 30 seconds.
Raw articles flow through classification, scoring, verification, and delivery in a single automated pipeline with no manual review steps.
Sources
20+ channels
Classify
10 types
Score
3 layers
Verify
Dedup + QA
Deliver
< 30 sec
End-to-end latency: < 30 seconds
01
GDELT Global News
65 languages. Every country.
The Global Database of Events, Language, and Tone monitors news media across 65 languages in nearly every country. We query the GDELT Context API with entity-specific search terms, pulling articles published within a configurable lookback window.
Context API endpoint for better rate limits
Configurable lookback-hours parameter
Article seendate extraction for precise timestamps
Adaptive throttling with retry/backoff on HTTP 429
65+Languages
Coverage
65 languages
Latency
~5 min
Reliability
Continuous
02
Google News RSS
Breaking news in minutes, not hours.
Real-time RSS feeds filtered by entity name and ticker symbol. Provides the fastest signal for breaking news headlines, often surfacing stories within minutes of publication from thousands of outlets worldwide.
Entity-specific search queries per ticker
Sub-minute latency on breaking stories
Broad outlet coverage (wire services to niche press)
XML parsing with fallback encoding handling
<60sLatency
Coverage
Global outlets
Latency
<60 sec
Reliability
Real-time
03
Yahoo Finance RSS
Market-moving headlines, automatically.
Market-focused financial headlines covering earnings reports, analyst upgrades/downgrades, dividend announcements, and sector-level market movements. Particularly strong for financial event detection.
Ticker-specific headline feeds
Pre-market and post-market coverage
Earnings surprise detection
Analyst rating change signals
4xDaily cycles
Coverage
US Markets
Latency
~2 min
Reliability
4x daily
04
SEC EDGAR
First-party regulatory filings.
Direct integration with the SEC EDGAR Full-Text Search API for regulatory filings. Monitors 8-K (material events), 10-K (annual reports), and 10-Q (quarterly reports) with filing-type-specific parsing and severity mapping.
8-K material event detection (highest priority)
10-K annual report change detection
10-Q quarterly filing tracking
EFTS API for full-text search across filings
3Filing types
Coverage
SEC filings only
Latency
~15 min
Reliability
On filing
05
Event Classification
10 event types. Keyword pattern matching.
Raw articles are classified into 10 event types using keyword-pattern matching. A three-layer deduplication system ensures zero duplicate signals. Each signal is enriched with entity resolution, severity scoring, and source quality metrics.
Regulatory
Cyber
Legal
M&A
Supply Chain
Macro
Financial
Opportunity
Market
Management
Confidence Scoring
Three layers. One score.
Every signal is scored using a three-layer model: event-type baseline, source corroboration bonus, and trusted domain quality. Try the builder below to see how the math works.
Live preview
Score breakdown
Base 85% = 85%
01
Base Confidence
Event-type calibrated baselines.
Each event type has a pre-calibrated confidence baseline derived from historical accuracy. Regulatory events start at 0.85. Management events start lower at 0.68.
Regulatory0.85
Cyber0.83
Legal0.82
Management0.68
02
Source Corroboration
Multiple sources, higher confidence.
When multiple independent sources report the same event, confidence increases. Two sources confirming a story can boost scores by +0.10 to +0.15.
Single source+0.00
2 sources+0.10
3+ sources+0.15
03
Trusted Domain Bonus
Source quality matters.
Tier 1 sources (Reuters, WSJ, SEC filings, major wire services) receive a domain-quality bonus. This penalizes low-quality or unknown sources.
Tier 1 (Reuters, SEC)+0.08
Tier 2 (Major outlets)+0.04
Unknown domain+0.00
06
Delivery
20+ source channels. Full evidence trails.
REST API
Authenticated endpoints with API key auth, pagination, and entity filtering.
Live Dashboard
Real-time signal feed with auto-refresh and severity filtering.
SSE Stream
Server-Sent Events for live signal updates pushed to connected clients.
Accuracy Tracking
Outcome tracking with verified accuracy metrics across signal categories.
See it in action.
Watch real signals flow through this pipeline right now. No signup required.