Knovolo Core Capabilities
Infrastructure for systematic event analysis. Sources monitored by administrative region, analyzed using H3 geospatial indexing, scored via Bayesian plausibility models.
Regional Monitoring
Continuous monitoring of news, social signals, and public data organized by administrative region. Systematic coverage as baseline — no selective attention.
Plausibility Scoring
Bayesian assessment combining geospatial priors, temporal context, multi-source evidence, and HMM state tracking. Transparent confidence metrics, not editorial judgment.
View MethodologyEntity Intelligence
Event-scoped entity extraction and relationship mapping. Track organizational involvement, official statements, and institutional responses. Accessible via Intelligence Terminal.
Data Sources
Systematic monitoring across multiple source types. All data aggregated, geospatially indexed and scored for plausibility.
RSS/Atom Feeds
200+ news outlets via monitored standardized feeds. Real-time ingestion with source attribution and publication timestamps.
News Aggregation APIs
Comprehensive global coverage via news aggregation APIs (GDELT, NewsAPI). Deduplicated event clustering across sources.
Social Media Signals
Feed ingestions from popular social media feeds for real-time signal detection. Geographic clustering and temporal pattern analysis.
Methodology
We maintain transparency about our methodology without exposing operational details that could compromise data integrity. For insights into the baseline for our calculations head over to our Methodology section.
Geospatial Priors
H3-indexed data points act as a calculation baseline to provide insights into the historical 'could' of an event. Aggregated from hex-level to administrative regions.
Plausibility Scoring
Bayesian model combining geospatial priors, temporal context modifiers, weighted multi-source evidence, and HMM state transitions to ensure we combine causality, plausibility and realism.
Entity Extraction
Event-scoped entity identification and relationship mapping. Organizations, officials, and institutions linked to specific verified events.
Coverage Analysis
Systematic outlet monitoring showing which sources cover which events, narrative divergence, and under-reported developments.
Query Interface
Structured query language (DSL) for filtering events, entities, and relationships. Terminal-style interface with export capabilities.
Transparent Scoring
All confidence metrics show calculation basis: source counts, geographic clustering density, temporal patterns, HMM states.