T H E   G I   C Y C L E

How ATLAS works.

Five continuous steps. Domain-agnostic. 485 research runs completed. A system that gets smarter every cycle.

01

Signal Ingestion

ATLAS connects to data sources domain-agnostically through active adapters. Patent databases, regulatory filings, funding announcements, news feeds, academic papers, job postings, supply chain data, and more — all scanned continuously.

Key capabilities

  • Domain-agnostic data source scanning
  • 82 adapters actively scanning
  • Real-time and scheduled ingestion
  • Multi-format: APIs, feeds, scrapers, databases
02

Pattern Detection

Raw signals are analyzed for cross-source convergence. When a patent filing in biotech aligns with a regulatory change in the EU and a funding spike in Boston — that's a pattern. ATLAS detects these convergences automatically across all domains.

Key capabilities

  • Cross-domain signal correlation
  • Multi-engine analysis (NLP, statistical, graph)
  • Weak signal amplification
  • Temporal pattern matching
03

Knowledge Building

Every research run adds to a permanent knowledge base. Unlike AI systems that process and forget, ATLAS remembers. Run 298 builds on the knowledge from all 297 previous runs. This is the compounding effect that makes GI fundamentally different.

Key capabilities

  • Persistent knowledge graph
  • Cross-run learning
  • Topic evolution tracking
  • Compounding intelligence value
04

Opportunity Scoring

Detected patterns are scored across 7 dimensions: market gap size, competitor density, signal convergence strength, temporal momentum, regulatory alignment, funding activity, and technology readiness. Each opportunity gets a confidence score from 0 to 100.

Key capabilities

  • 7-dimension scoring framework
  • Confidence levels with evidence
  • Competitive landscape mapping
  • Market timing assessment
05

Intelligence Output

Scored opportunities are delivered as actionable intelligence. Each opportunity includes a title, summary, evidence chain (which signals contributed), confidence score, category, and recommended actions. Available via dashboard, API, reports, and alerts.

Key capabilities

  • Structured opportunity reports
  • Evidence chain transparency
  • API and dashboard access
  • Automated alerts and digests

See it running live.

ATLAS is in production. The GI cycle runs continuously.