From raw signal to structured
intelligence in minutes.
Multi-source ingestion, AI-driven triage, and partner-defined classification pipelines.
You bring the domain expertise. We bring the infrastructure to run it at scale.
Two layers, one platform
The platform separates shared infrastructure from partner-specific intelligence. We handle ingestion, filtering, and scale. You define the classification logic, taxonomy, and scoring that reflect your domain expertise.
Source layer — shared
Collect
Continuous ingestion from news media, social media platforms, regulatory databases, and academic feeds across 50+ languages. New data enters every 15 minutes.
Prefilter
Deterministic filtering eliminates noise using keyword matching, URL deduplication, and entity recognition - before any AI model is invoked.
Data Screen
AI-driven relevance triage determines whether each article describes a specific AI incident or risk. Only confirmed signals pass to your pipeline.
Pipeline layer — yours
Classify
Your taxonomy, your rubric, your scoring criteria. Frontier AI models apply your classification logic - domain tagging, severity scoring, entity extraction, and structured reasoning.
Embed
Classified articles are encoded as dense vector representations, enabling semantic similarity search and cross-lingual matching across sources.
Deduplicate
Multiple reports of the same incident from different sources are clustered into a single record. Cross-source, cross-lingual, and streaming.
Deliver
Structured intelligence flows to your dashboard, API, alerts, and data exports - ready for analysis, reporting, and integration.
Key capabilities
Real-time monitoring
New incidents appear within minutes of publication. The pipeline runs continuously, not on a daily batch.
Multi-source intelligence
News media, social platforms, regulatory databases, and specialist AI safety feeds - normalised into a single structured format. New sources benefit every pipeline.
Partner-defined pipelines
Define your own taxonomy, rubric, and classification logic. Your intellectual property stays yours - isolated at the database level, invisible to other partners.
Enterprise API
RESTful API with cursor-based pagination, scoped API keys, rate limiting, and OpenAPI 3.0 documentation. Build AI risk intelligence into your own products.
Full audit trail
Every classification captures the model's reasoning, providing full traceability. Human review handles borderline cases. We validate against expert ground truth.
Data governance
All data is licence-tagged at source. GDPR-compliant infrastructure with automated right-to-erasure, retention controls, and zero-data-retention AI inference. More below
Data governance
Arcola AI aggregates AI incident intelligence from multiple sources, each with its own licensing terms. We tag all data with its source licence so you always know what you can use and how, and pass upstream conditions through transparently. When you access data through the platform or API, licence metadata is included so you can filter by permitted use before export or integration.
Personal data is processed in compliance with UK GDPR. Infrastructure is hosted within the European Economic Area, with automated right-to-erasure, 365-day retention controls, and zero-data-retention AI inference where applicable.
EEA-hosted infrastructure
All processing and storage takes place within the European Economic Area, using providers in Germany, Finland, and Switzerland.
Right to erasure
Automated RTBF processing removes personal data from incident records on request, with tombstoning to prevent re-ingestion from source feeds.
Retention controls
Personally identifiable information is automatically purged after 365 days, with a 7-day advance warning before deletion.
Zero-data-retention inference
Where applicable, AI model inference uses zero-data-retention endpoints so personal data is not stored or used for training by third-party providers.
Licence-tagged data
Every record carries source and licence metadata, enabling you to filter data by permitted use before export or integration.
Tenant isolation
All queries are scoped to your organisation. Row-level security and explicit tenant filtering ensure complete data separation.
Full details in our Privacy Policy and Terms of Service.
Continue reading
Whether you're shaping AI governance, investigating AI-enabled crime, building risk models, or conducting safety research - we'd like to hear from you.