Archived research. The Universal Analyst Engine backend was shelved on October 7, 2026. Ingestion and the live dashboard are offline, so no current rankings are shown. The About tab describes what the system did.
Intelligence Overview
Narrative intelligence research across 5 domains (archived)
Entities
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Narratives
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Scorecards
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Domains
5
Sources
25
Domain Rankings
Top 5 per domainRankings
Entities ranked by score
Rankings
Domain Overview
Entity Heatmap
Recent Narratives
Narratives Feed
Latest narrative signals across all monitored domains
← Back to rankings
Recent Narratives
Score Breakdown
About the Universal Analyst Engine
UAE was a multi-domain narrative intelligence platform that ingested news and media, analyzes narrative patterns, and scores entities across sports, brand, entertainment, politics, and macro economics. It transforms raw news flow into structured, ranked intelligence.
Capabilities
Multi-Domain Intelligence
Tracked entities across 5 domains while ingestion was running.
25+ Data Sources
ESPN, Billboard, CoinDesk, TechCrunch, Politico, Reuters, and more.
Narrative Analysis
42,000+ narratives analyzed for sentiment, momentum, and fragility.
Scoring Engine
Weighted scoring with narrative sentiment and momentum analysis.
Refresh cadence
While live, data refreshed continuously and the dashboard every 30 seconds.
Confidence Scoring
Every score includes confidence based on article volume and diversity.
Methodology
Narrative Sentiment (brand, entertainment, politics, macro): Weighted composite from average sentiment (70%), positive ratio (15%), and negative ratio (15%) of matching articles over 7 days.
Momentum (sports): Measures narrative velocity — buzz and coverage relative to peers.
Confidence derived from article count and source diversity.
Infrastructure
Backend: FastAPI + Python
Database: PostgreSQL
Workers: Celery + Redis
Hosting: Railway