Architecture for
Institutional Intelligence
Duweni is not a tool you use. It is infrastructure that transforms how your organization understands risk, detects signals, and makes decisions.
Five layers. One intelligence engine.
Each layer builds upon the last, transforming raw institutional data into actionable intelligence through autonomous processing.
Autonomous Ingestion
Duweni autonomously ingests data from any source — documents, emails, complaints, financial records, transcripts, and operational feeds. No manual preprocessing. No rigid schemas. The platform understands your data as it arrives.
- Multi-format document understanding (PDF, Word, Excel, email, images)
- Streaming ingestion from APIs, databases, and file systems
- Automatic entity extraction and relationship mapping
- Zero-configuration data normalization
Entity Graph
Every person, organization, project, transaction, and event is mapped into a living knowledge graph. Relationships are discovered automatically. The graph evolves continuously as new data arrives.
- Automatic entity resolution and deduplication
- Dynamic relationship discovery across data sources
- Temporal entity evolution tracking
- Cross-domain entity linking (complaints, audits, investigations)
Signal Fusion
Raw data becomes signals. Signals are fused across sources and time to detect patterns, anomalies, and emerging risks. This is where intelligence begins — not from single data points, but from converging evidence.
- Multi-dimensional anomaly detection
- Temporal pattern recognition across data streams
- Cross-source signal correlation and fusion
- Noise filtering with confidence scoring
Narrative Engine
Signals become stories. The narrative engine transforms fused intelligence into structured, human-readable narratives — risk assessments, investigation summaries, audit findings, and decision briefs.
- Automated narrative generation with evidence chains
- Contextual briefing documents for decision-makers
- Finding generation with severity and impact assessment
- Adaptive tone and format for different audiences
Decision Layer
Intelligence drives action. The decision layer presents synthesized intelligence to the right people at the right time, with recommended actions, priority scoring, and full evidence trails.
- Priority-scored intelligence delivery
- Role-based intelligence routing
- Decision audit trails with full provenance
- Action tracking and outcome measurement
Why this architecture matters
No Data Silos
Every data source feeds into a unified intelligence layer. No integrations to maintain, no data lakes to manage.
Emergent Intelligence
Intelligence emerges from the convergence of signals across sources, not from individual data points or predefined rules.
Institutional Memory
The platform remembers everything — every entity, every relationship, every decision, every outcome — and uses it to improve.
See the platform in action.
Book a strategic briefing to see how Duweni's architecture maps to your institutional oversight needs.