Insights
Thought leadership on document truth, human review, and scaling operations
Overview
Understanding how RunLog Atlas transforms document workflows
RunLog Atlas compounds truth from documents through confidence-driven review and propagation. This creates leverage—one correction applies everywhere.
Document Truth
Observations vs facts, confidence semantics, and provenance
Documents don't contain facts—they contain observations. Every observation has confidence, provenance, and review status. Truth is derived, not stored.
Human Review
Confidence-driven review, multiple reviewers, and disagreement preservation
Humans review uncertainty, not everything. Confidence thresholds route only uncertain observations to review. Multiple reviewers are supported, and disagreement is preserved.
Scaling Operations
Stable review effort at scale, propagation mechanics, and derived views
Review effort stays stable as document volume grows. Corrections propagate automatically. Derived views update on-demand from observations.
Legal Discovery
Claims vs evidence, contradiction detection, and court-ready exports
Legal discovery requires traceable evidence, not just extraction. Atlas organizes contradictions and provides court-ready export artifacts with full provenance.