Evidence discipline
Structured intake, process context, contradiction detection, root-cause restraint and provenance.
Controlled synthetic evidence · 2026-08-25
Ten bilingual adversarial scenarios. Explicit evidence boundaries.
The bounded intake passed its synthetic acceptance gate while preserving allegations and reported losses as unverified self-report.
34/34deterministic tests
10fictional scenarios
95minimum score
98.4mean score
Limit: These are internal synthetic rubric results.
They do not establish customer outcomes, real-world accuracy,
production readiness, audit assurance, fraud detection or
equivalence with Microsoft or another commercial platform.
Test objective
Structure difficult self-reports without inventing findings.
The benchmark tested whether increasingly complex English and Spanish operational narratives could become provenance-preserving diagnostic signals without collapsing allegations into facts or bypassing human review.
| ID | Language | Complexity | Score | Route | Primary retained signals |
|---|---|---|---|---|---|
| EN-01 | English | 1 | 95 | Standard | Workforce constraint |
| EN-02 | English | 2 | 98 | Governed | Disruption; restricted evidence |
| EN-03 | English | 3 | 100 | Governed | Conflict; workforce; restricted |
| EN-04 | English | 4 | 99 | Governed | Integrity review; conflict |
| EN-05 | English | 5 | 100 | Governed | $10M reported loss; investigation; conflict |
| ES-01 | Spanish | 1 | 95 | Standard | Workforce constraint |
| ES-02 | Spanish | 2 | 98 | Governed | Restricted evidence |
| ES-03 | Spanish | 3 | 100 | Governed | Conflict; disruption; restricted |
| ES-04 | Spanish | 4 | 99 | Governed | Integrity review; investigation; conflict |
| ES-05 | Spanish | 5 | 100 | Governed | $10M reported loss; investigation; restricted |
Scoring rubric
Ten equally weighted dimensions.
Governed handling
Human oversight, privacy boundary and replay safety.
Usability
Bilingual accessibility and actionability within a bounded decision process.
What it proves
Bounded behavior—not customer value.
Supported
- Self-report remains classified as unverified
- Material-loss and allegation signals route to governed review
- English and Spanish use the same deterministic controls
- Three tested viewports avoided horizontal overflow
Not established
- Customer savings, recovery or operational outcomes
- Fraud findings, guilt, misconduct or causation
- WCAG certification or a complete accessibility audit
- Production routing, customer-data handling or government readiness
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