AI agents derive quantitative insights from news, social media, SEC filings, patents, and House disclosures through multi-agent reasoning and graph-based intelligence
Ingestion Firehose
Denoising the unstructured
Converting chaos into clarity
Major News
Wall Street Journal, Reuters, Financial Times
Hacker News
Emergent tech velocity
Social sentiment & retail flows
SEC Filings
10-K, 10-Q, 8-K, 13F updates
Global Patents
USPTO, WIPO, EPO grants
House Filings
Legislation, testimonies, disclosures
Agent Calls
60
Derived Facts
1,342
Reasoning Chains
32
Hidden Alpha
3 Found
Quality Score
0.73
Avg Confidence
68%
Hidden Alpha
1 / 3AI Buildout Cannibalizing LNG Infrastructure
AI capex is creating zero-sum competition for industrial capacity, cannibalizing resources needed for LNG terminal buildouts—driving 50-100% cost overruns.
Timeframe
9-15m
Confidence
85%
50-100% capex blowout risk for LNG projects from resource cannibalization
Confidence: 85% based on cross-sector supply chain analysis
Market is pricing both as independent growth stories—they're on a collision course
Beneficiaries
Aspen Technology (AZPN)
Bentley Systems (BSY)
At Risk
Tellurian (TELL)
NextDecade (NEXT)
Live Console
Derivations in progress

A continuously updating Market Intelligence Graph links entities, events, and pricing pressure with transparent impact scores.
6
Specialised LLM agents
Graph-native
Entity & relationship store
Explainable
Impact scoring & audit trail
AI-powered semantic analysis extracts meaningful facts from news, earnings calls, and reports—transforming unstructured data into quantitative signals
Facts stored in graph structures reveal hidden relationships and semantic connections, enabling pattern recognition across market events
Aggregate derived facts from news feeds, SEC filings, market data, and social sentiment in real-time for comprehensive analysis
Bloomberg Terminal-inspired interface translating semantic insights into actionable quantitative metrics for your portfolio
Semantic analysis transforms unstructured news into quantitative derived facts in real-time



Flexible pricing designed for individual investors, institutions, and enterprises
Perfect for individual investors