01
Discover
Continuously retrieve relevant news, press releases, blogs and public web reporting using semantic and taxonomy-driven search.
Evidence-linked intelligence monitoring
Two monitors. One decision system.
QRMonitor.ai gives organizations two connected ways to understand a changing world: an OSINT Monitor for discovering and verifying public-source information, and an Event Intelligence Monitor for converting observations into correlated events, warnings, scenarios and operational actions.
2 productsSource-centric OSINT and event-centric decision intelligence.
10 domainsOne mutually exclusive global taxonomy shared across both monitors.
56 streamsFocused retrieval channels for continuous, configurable monitoring.
Evidence firstEvery assessment remains traceable to its source observations.
Separate collection from decision intelligence—without separating the evidence.
The two-monitor model gives analysts a transparent source view and decision-makers a concise event view. Both operate on the same governed data foundation.
02
Verify
Inspect original sources, publication time, language, relevance, duplication and corroboration before accepting a claim.
03
Understand
Link related observations into persistent events with severity, trajectory, confidence, impact and cross-stream convergence.
04
Act
Receive a crisp decision brief, warning indicators, scenarios, intelligence gaps and evidence-backed operational actions.
Choose the monitoring view that matches the decision.
Use the OSINT Monitor when the task is discovery, coverage and source validation. Use Event Intelligence when the task is prioritization, warning and action.
OSINT Monitor
A continuous public-source monitoring environment for finding what is being reported, where the reporting is coming from, how the narrative is changing and which evidence deserves analyst attention.
- Milvus semantic retrieval across news, press releases, blogs and public web content.
- MongoDB-backed source records with title, body, publication time, language, source and URL.
- Ten non-overlapping parent domains and 56 focused sub-category streams.
- Priority event queue, trend movement, anomalies, source concentration and topic coverage.
- Evidence explorer with source-level drill-down, search, filtering and original links.
- Configurable refresh intervals, source windows, providers, thresholds and alert rules.
Source discoverySemantic retrievalNarrative trackingEvidence verification
What is being reported?
Identify relevant developments, source activity, new themes, changes in volume and emerging information gaps.
Analysts and monitoring teams
Government desks, research teams, corporate intelligence, strategic communications, security and risk functions.
Evidence collections
Source observations, event clusters, monitoring feeds, change summaries, source profiles and exportable evidence packs.
Event Intelligence Monitor
A role-based indications, warning and decision-support environment that turns fragmented observations into persistent events, cross-stream relationships, priority warnings and operationally useful assessments.
- Persistent event objects with severity, urgency, impact, confidence, novelty, velocity and trajectory.
- Evidence-level corroboration, contradiction analysis and source-assurance measures.
- Configurable cross-stream convergence with 5–20 evidence-linked relationships.
- Crisp command brief: action level, bottom line, decision now, next 24 hours and signposts.
- Scenario outlooks, leading indicators, intelligence gaps and recommended operational actions.
- Role-based workspaces for government, intelligence teams, law enforcement, enterprises and general users.
Priority warningsConvergenceScenario outlookOperational actions
What requires a decision?
Separate routine reporting from events that are accelerating, converging, spreading or creating material exposure.
Decision and operations teams
Situation rooms, intelligence units, law enforcement, crisis teams, enterprise risk and individual decision-makers.
Decision intelligence
Priority warnings, command briefs, scenario signposts, operational actions, watchlists and source-linked assessments.
Two views of the same governed evidence.
The products are complementary rather than duplicative. The distinction is the analytical unit and the decision being supported.
Capability
OSINT Monitor
Event Intelligence Monitor
Primary purpose
Discover, organize and verify public-source information.
Assess events, warning conditions and operational implications.
Primary analytical unit
Source observation, document, topic and reporting cluster.
Persistent event, relationship, trajectory and scenario.
Core interface
Monitoring feed, topic streams, source explorer and evidence drill-down.
Signal matrix, convergence synapse, priority queue and command brief.
Typical output
Curated evidence pack, monitoring summary, source map and narrative movement.
Priority warning, scenario assessment, decision trigger and operational action.
Best suited to
Analysts, researchers, communications, risk and intelligence collection teams.
Executives, situation rooms, intelligence assessment, operations and crisis teams.
Evidence model
Direct source visibility and document-level provenance.
Every event judgment and action remains linked back to the same source observations.
One exclusive taxonomy across ten global domains.
Each observation is assigned to one primary domain and one primary sub-category. Cross-domain relevance is preserved as relationship metadata rather than duplicated content.
Global Affairs
Diplomacy, policy, elections, sanctions, alliances and international relations.
Conflict & Security
Armed conflict, attacks, terrorism, violent unrest, border tensions and ceasefires.
Natural Disasters
Earthquakes, floods, storms, wildfires, drought, extreme temperatures and hazards.
Economy & Business
Markets, inflation, trade, corporate developments, supply chains and financial stress.
Public Health
Disease outbreaks, biosecurity, health systems, medical supply and public-health policy.
Technology, Cyber & AI
Cyber threats, vulnerabilities, AI developments, infrastructure and digital disruption.
Travel & Mobility
Borders, aviation, maritime movement, transport disruption, migration and travel controls.
Climate, Energy & Environment
Energy supply, climate policy, resource pressure, environmental incidents and transition risk.
Humanitarian Conditions
Displacement, food insecurity, aid access, civilian protection and essential-service stress.
Society & Governance
Governance, public sentiment, peaceful protest, institutions, rights and social stability.
From public source to evidence-backed action.
Both monitors run on the same collection, retrieval, analysis and publication foundation, allowing users to switch views without losing context or provenance.
One data foundation, two analytical experiences.
QRMonitor separates the source layer from the event-assessment layer while keeping them technically and evidentially connected.
1
CollectIngest public news, press releases, blogs and approved web sources with publication and ingestion metadata.
2
RetrieveUse multilingual semantic embeddings in Milvus and structured fields in MongoDB to recover relevant observations.
3
ClassifyAssign each observation to one primary domain and sub-category while preserving secondary relationships.
4
AnalyzeApply deterministic rules, local models or configured language models to extract events, judgments and scenarios.
5
PublishGenerate dashboard JSON, normalized CSVs, source evidence and role-appropriate monitor views.
Event Intelligence adapts to the user’s operating mandate.
The same underlying events are presented through role-specific portfolios, decision questions and operational actions.
Situation intelligence
National security, economic resilience, public safety, governance stability, borders and strategic logistics.
- Cabinet and crisis briefs
- Escalation signposts
- National exposure
Assessment workspace
Strategic developments, conflict, cyber, influence, economic statecraft and intelligence gaps.
- Competing explanations
- Collection gaps
- Warning indicators
Threat intelligence
Violence, extremism, organized crime, fraud, cybercrime, border risk and protective security.
- Entity relationships
- Incident escalation
- Evidence traceability
External-risk intelligence
Geopolitical exposure, markets, supply chains, cyber, technology, climate and business continuity.
- Asset and supplier risk
- Travel and continuity
- Action ownership
Personal decision intelligence
Trading, travel, marketing, technology and global disruption monitoring in an accessible view.
- Market-moving events
- Travel warnings
- Consumer trends
Decision intelligence that can be challenged and verified.
QRMonitor does not detach conclusions from their evidence. Users can inspect why an event was prioritized and which sources support or contradict it.
Know what supports the assessment.
Every event can expose its underlying observations, independent-source count, publication time, relevance, agreement, contradictions and source concentration.
Source-linkedOriginal URLs and metadata
CorroboratedIndependent evidence groups
AuditableAssessment and revision history
Separate fact, inference and uncertainty.
- Observed factsStatements and developments directly supported by sources.
- Analytic judgmentThe platform’s interpreted meaning and implications.
- Assumptions and alternativesConditions that may change the assessment.
- Signposts and gapsWhat to watch next and what remains unknown.
Use the right monitor for the right operational question.
Select a use case to see how the two products work independently or together. Each card expands with the operating requirement and decision output.
Emerging issue and narrative watch
Detect new topics, narrative shifts, source amplification and changes in reporting before they dominate the information environment.
Monitoring requirementContinuous semantic retrieval across selected domains, entities, languages and sources.
Decision outputEvidence pack with emerging themes, source concentration, new observations and narrative movement.
Country, company or entity research
Maintain a current, source-linked view of a country, organization, leader, supplier, competitor or strategic issue.
Monitoring requirementEntity-focused collection with taxonomy filters, source validation and historical context.
Decision outputCurated source record, event chronology, coverage gaps and exportable research collection.
Government and crisis-room warning
Prioritize events that may affect national security, public safety, economic stability, critical infrastructure or cross-border operations.
Monitoring requirementCorrelate events across domains, measure trajectory and identify signposts that require escalation.
Decision outputAction level, bottom line, decision now, 24-hour outlook, scenarios and supporting evidence.
Enterprise continuity and market exposure
Understand whether external events are likely to affect assets, suppliers, markets, travel, workforce or commercial decisions.
Monitoring requirementMap priority events to business exposure, materiality, urgency and response ownership.
Decision outputOperational action plan with timing, affected portfolio, supporting events and ongoing signposts.
Law-enforcement intelligence support
Use public-source discovery to identify observations, then convert related reporting into assessed threats, entities, locations and incident patterns.
Monitoring requirementSource traceability, event continuity, relationship analysis and role-based handling controls.
Decision outputEvidence-linked threat assessment, priority incidents, intelligence gaps and escalation actions.
Trading, travel and marketing decisions
Track public reporting while receiving concise event intelligence on market movement, disruption, travel conditions and consumer narratives.
Monitoring requirementPersonal watchlists for sectors, destinations, brands, technologies and market-moving events.
Decision outputTimely alerts, evidence summaries, event direction and decision-relevant implications.
Cloud, government cloud or on-premises.
Deploy both products together or activate only the monitor required by the client. Infrastructure, storage, models, refresh intervals, sources and notification channels remain configurable.
Private deploymentControlled data retentionRole-based accessAPI integration
Administration and integration controls
Create users, teams and role workspaces
Configure refresh intervals and evidence windows
Add or remove approved data sources
Set domain, entity and geographic watchlists
Configure email, SMS, Teams, Slack or webhook alerts
Integrate through APIs, SIEM, SOAR or enterprise systems
Get Started
Choose your intelligence monitor.
Tell us whether your priority is public-source discovery, event-level warning and decision support, or an integrated deployment containing both.