Systematic & Quantamental Investors — First to Invest
SYSTEMATIC & QUANTAMENTAL INVESTORS

Turn global public-company signals into structured investment intelligence.

First to Invest monitors 10,000 public companies globally across more than 400 event categories and subcategories, combining NLP, data mining, human validation, and impact scoring to surface decision-ready signals from unstructured information.

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PUBLIC COMPANY EVENT INTELLIGENCE
Executive Leadership Change
BULLISH · MEDIUM
PUBLIC COMPANY · MANAGEMENT · VERIFIED
Strategic Partnership Announced
BULLISH · LONG
CORPORATE EVENT · PARTNERSHIP · VERIFIED
Supply Chain Disruption
BEARISH · SHORT
OPERATIONS · SUPPLY CHAIN · VERIFIED
New Market Expansion
BULLISH · LONG
STRATEGY · MARKET EXPANSION · VERIFIED
10,000
Public Companies Globally
400+
Event Categories & Subcategories
3-Step
AI + Human Processing Model
52 Weeks
Consistent Annual Delivery
DATA SOURCES

Unlock hidden insights from unstructured information.

Our NLP, text analytics, and data-mining processes identify entities and events across a broad range of public information sources.

01

News Aggregation

Monitor relevant global news sources for company-level events and developments.

02

Blogs

Capture emerging information and sector-specific developments from specialist publications.

03

PR Announcements

Track official company announcements, partnerships, launches, and strategic events.

04

Company Websites

Extract corporate signals directly from company-owned public sources.

05

Financial Social Media

Monitor relevant financial and market-oriented social information channels.

06

Additional Open Sources

Expand coverage using other relevant public information channels and structured sources.

DATA PROCESSING

A three-step approach built for precision.

Automated technology accelerates discovery, while human review improves accuracy and impact scoring turns events into usable signals.

01 / AUTOMATED EXTRACTION

NLP Extraction

Advanced classifiers and filters identify pre-indexed companies and event types while removing unnecessary data.

02 / HUMAN INSPECTION

Analyst Validation

Analysts manually review source material, validate extracted information, and identify relevant events not yet captured by automated processes.

03 / IMPACT SCORING

Investment Signal Scoring

Each event is scored according to its potential impact on company performance, including likely bullish or bearish direction and short- or long-term duration.

IMPACT SCORING

From event detection to investment relevance.

Event scoring helps systematic and quantamental teams move beyond simple news extraction by adding a structured estimate of direction and expected duration of impact.

Event Relevance
HIGH
Expected Direction
BULLISH
Expected Duration
LONG TERM
Source Confidence
VALIDATED
DATA DELIVERY

Consistent and reliable delivery.

First to Invest provides recurring public-company event intelligence Monday through Friday, 52 weeks a year.

Built for recurring investment workflows.

  • Daily event intelligence delivery
  • Company and event categorization
  • Bullish / bearish impact scoring
  • Short-term / long-term impact indication
  • Human-validated source review
  • Structured data suitable for systematic analysis
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See what our public-company intelligence looks like.

Contact us to learn more about our capabilities, coverage, data structure, and delivery options.

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