Investigative Partner Domain (Advanced Analytics)

Overview#

The Investigative Partner domain provides advanced AI-powered analytical capabilities for investigators, implementing three critical methodologies: Devil's Advocate for counter-hypothesis generation, Risk-Aware Pathfinding for graph traversal with risk scoring, and Dynamic Identity Synthesis for merging multiple entity profiles into consolidated identities.

Key Features#

• Devil's Advocate counter-hypothesis generation with seven challenge types (alternative actor, motive, method, timing discrepancy, evidence reinterpretation, confirmation bias check, incomplete data)
• Challenge strength classification from weak through critical
• Session management for structured Devil's Advocate review workflows
• Risk-aware pathfinding with node and edge risk scoring across configurable factors
• Safest path recommendation with risk breakdown and mitigation suggestions
• Path comparison with ranking and AI-generated rationale
• Dynamic identity synthesis merging multiple entity profiles with conflict detection
• Five conflict resolution methods (most recent, highest confidence, most frequent, manual selection, AI inference)
• Validation workflow for synthesized identities with review notes
• Investigation-level statistics tracking across all three capabilities

Use Cases#

• Running Devil's Advocate analysis before major case decisions to identify blind spots
• Finding the safest investigative path between entities considering legal and operational risks
• Synthesizing identities from multiple partial entity profiles with automated conflict resolution
• Detecting confirmation bias in investigation hypotheses through structured AI challenges

Integration#

The Investigative Partner domain integrates with Investigation for case context, Entity for source profiles, the graph analysis engine for pathfinding traversals, AI Partner for orchestration, and Review Queue for validation workflows.

Last Reviewed: 2026-02-05