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AL | Apatheia Labs

Capabilities

Analysis Engines

Six specialized engines work in concert to surface patterns that human review would miss. Each engine can run independently or as part of a comprehensive analysis pipeline.

E

Entity Resolution

Canonical Identity Mapping

Creates a unified identity registry across your document corpus. Resolves aliases, tracks role changes, and maps relationships between individuals.

Alias DetectionRole TrackingRelationship MappingTemporal ContextConflict Detection
T

Temporal Parser

Timeline Construction & Analysis

Constructs unified timelines from scattered date references. Identifies gaps, overlaps, and impossible sequences that indicate error or manipulation.

Date ExtractionTimeline ConstructionGap DetectionSequence ValidationDeadline Tracking
A

Argumentation

Toulmin Structure Analysis

Deconstructs claims into their logical components using the Toulmin model. Identifies unsupported assertions, missing warrants, and logical gaps.

Claim ExtractionWarrant AnalysisGap DetectionRebuttal MappingStrength Scoring
K

Contradiction

Cross-Document Inconsistency Detection

Systematically detects inconsistencies across your document corpus using the CASCADE 8-type framework. Surfaces conflicts that undermine institutional conclusions.

CASCADE DetectionSource ComparisonConflict MappingConfidence ScoringSeverity Rating
B

Bias Detection

Statistical Imbalance Analysis

Performs statistical analysis of directional bias in reporting. Calculates omission ratios, measures framing imbalance, and quantifies selective presentation.

Directional ScoringOmission AnalysisFraming MetricsSelection Bias DetectionPattern Identification
L

Accountability

Duty Mapping & Violation Detection

Maps statutory duty violations to specific actors and regulatory bodies. Links evidence to relevant professional standards and complaint pathways.

Duty MappingActor AttributionRegulatory RoutingBreach DetectionEvidence Packaging

Common Workflows

Engines combine into preset workflows for common analysis patterns.

Full Analysis

E → T → A → K → B → L

Run all six engines in sequence. Entity Resolution and Temporal Parser establish the foundation. Argumentation and Contradiction analyse the substance. Bias Detection quantifies patterns. Accountability packages everything for action.

Quick Contradiction Scan

E → K

Resolve identities, then scan for inconsistencies. Fastest path to surfacing conflicts in a document set. Use when you need a rapid assessment of corpus integrity.

Bias Assessment

E → B → L

Resolve identities, calculate directional bias, and route findings to the relevant regulatory body. Use when the question is specifically about impartiality.

Every Engine Shares

Source Citation

Every finding traces back to a specific document, page, and paragraph. No black boxes.

Confidence Scoring

Each output carries a confidence metric so you can prioritise findings and identify where human review is needed.

Audit Trail

Full provenance chain from raw document to final finding. Every analytical step is logged and reproducible.

Export

Findings export to structured formats for regulatory submissions, legal proceedings, or further analysis.