The system should show its work—and its misses.

Resources / 023 essential sections
Reviewed July 22, 2026

Pareto treats explanations, attribution, permissions, model calibration, decision history, and portability as core financial infrastructure.

Changes have causes

Plan Diff attributes material movement to a source or decision.

Forecasts face outcomes

Calibration makes misses visible and reduces unwarranted confidence.

Context remains portable

Evidence and unresolved risks can leave the application with you.

Plan Diff

Every material projection change can identify the assumption, event, or decision that caused it, preserve history, and support rollback.

Forecasts can be compared with outcomes over time. Misses reduce displayed confidence instead of disappearing into a generic AI explanation.

Users can export assumptions, sources, projections, decisions, permissions, and unresolved risks in human-readable and machine-readable form.

Make the plan yours