Modular by design
Our solutions share a common foundation: linguistic rigour, operational clarity, and deployment flexibility. Deploy them individually to address specific challenges, or integrate them into comprehensive intelligence ecosystems tailored to your operational requirements.
CALICO LLM
The sovereign multilingual foundation model engineered for security operations. CALICO LLM processes harmful content across 30+ languages with the nuance, transparency, and cultural depth required for defence, intelligence, and regulatory environments where commercial models fail or refuse to operate.
- Low-bias multilingual training – Purpose-built for harmful content, extremism, disinformation, and adversarial communication
- Chain-of-thought transparency – Generates justifications that strengthen decision-making in high-stakes workflows
- Sovereign deployment – Runs securely via API, SaaS, or full on-premise/edge environments
- Operational resilience – Tested in defence, police, and regulatory pipelines across Europe
Trend Analysis
A multilingual narrative-intelligence engine that distils fragmented public discourse into structured, actionable insight. Built for policy teams, municipalities, and crisis response units who need to understand what drives public opinion before it escalates into unrest.
- Ontology-driven opinion mapping – Converts debates into interpretable narrative structures
- Early-warning capability – Detects drivers of unrest before escalation
- Multilingual aggregation – Summarises civic and political debate across languages and platforms
- Actionable insight delivery – Supports policy, crisis response, and local governance
Incident Monitoring
A real-time situational-awareness engine that fuses multilingual news, social media, and OSINT streams into structured incident intelligence. Built for law enforcement, intelligence services, and security operations that require immediate understanding of evolving events across borders and languages.
- Automated event clustering – Links cross-lingual news into coherent incident timelines
- Structured extraction – Identifies e.g. actors, targets, places, and contextual metadata
- Real-time monitoring – Built for operational tempo and tactical decisions
- Visual command layer – Interactive maps and dashboards for rapid assessment
Threat Detection
High-precision threat intelligence trained on 15+ extremist, violent, ideological, and anti-EU threat categories. Field-validated in operational law enforcement investigations, designed to process full social media streams at national scale with mission-critical accuracy.
- Broad threat taxonomy – Covers violent extremism, antisemitism, jihadism, anti-EU rhetoric, and more
- Field-validated performance – Proven in operational law enforcement investigations
- Integrated fact-checking – Direct connection to BENEDMO’s 200,000+ factchecks across 50+ languages for immediate verification
- High-volume ingestion – Processes full social media streams at national scale
- Real-time classification – Designed for mission-critical accuracy
Web Crawling
Sovereign, GDPR-compliant crawling and enrichment engine monitoring 15+ mainstream and fringe platforms—from Telegram to darknet forums. Built for intelligence operations that cannot rely on external APIs or commercial cloud services to process sensitive data.
- Deep data reach – Telegram, 4chan, fringe blogs, darknet forums, and more
- Real-time enrichment – Instant summarisation, translation, and insight extraction
- GDPR-compliant by design – No external LLMs; fully sovereign pipeline
- Cross-source analytics – Links signals across platforms for unified intelligence
OSINT
AI-enhanced OSINT capability for detecting foreign influence, radicalisation pipelines, and coordinated information operations. Proven in EU projects monitoring state-linked propaganda and conspiracy ecosystems, built for organisations tracking disinformation and hostile information actors.
- Cross-platform FIMI detection – Identifies state-linked propaganda and coordinated campaigns
- Multimodal interpretation – Tracks intent and narrative evolution in real time
- Actor and amplification analysis – Reveals networks, propagators, and cross-platform coordination
- Proven in EU projects – Used to monitor propaganda and conspiracy ecosystems
Want to discuss one of our solutions in more detail?
