Raven

Raven Public Research Report

Evidence Quality (Executive)

Why one hundred alerts are not one hundred pieces of evidence. This executive version keeps the conclusion bounded and highlights what management can use before a pilot.

Date range2026-03-01 to 2026-07-16
Days covered138
Evidence artifacts13867
Evidence-source records905639
Scenarios counted1247
Replay references1030
Qualification references460
Test references323990
Finding pages233

What this report shows

Source independence

Duplicate alert roots can inflate confidence. The library treats duplicate roots as weaker than independent evidence families.

Lineage

Every promoted research statement must preserve source lineage, counterarguments and unknowns.

Confidence

Confidence is bounded by evidence independence, not by the number of dashboards or alerts.

Executive boundary

This report is not a customer saving claim. It is a public-safe synthesis of internal and synthetic evidence created between the stated dates.

Any customer-specific financial conclusion remains pilot-required until the operator provides a validated dataset and agreed ground truth.

Required customer validation

A customer pilot must provide incident history, topology context, ticket or dispatch evidence, decision timestamps and a mutually accepted ground-truth method.

Raven should prefer UNKNOWN or HUMAN_REVIEW_REQUIRED when those inputs are missing or contradictory.