One definition per metric.
Documented, versioned, authoritative.
Institutional misalignment on metrics usually stems from unversioned formulas and conflicting definitions of basic terms like “resolved.” The Metric Registry defines every calculation once: its underlying SQL formula, filter population, boundary caveats, and every downstream dashboard that consumes it.
1
Definition per metric
Canonical formula, population scope, caveats, and downstream consumers.
5
Stages of lineage
Ingestion, enrichment, integrity verification, cohort filtering, and aggregation.
8h
Personal-data access window
Granted under mandatory operational justification; revoked automatically.
4
Role tiers
Super-admin, admin, analyst, and viewer with field-level redaction.
One canonical definition, one verified lineage.
The metric registry establishes a single source of truth for every KPI: the mathematical formula, cohort criteria, known edge cases, and all consuming views. Before modifying a metric, Yves calculates the exact downstream dependency impact across all dashboards and exported reports.
Lineage graphs trace data from raw ingestion through semantic enrichment, integrity screening, cohort filtering, and final calculation. Exact row counts and dropped-record tallies are recorded at each transformation stage, identifying discrepancies immediately.
The sandbox environment models updates to composite indexes such as the Trust Index prior to publication, preserving a complete audit record of who initiated the modification and why.
Time-bounded, purpose-declared PII access
Accessing sensitive customer feedback requires an explicit operational justification. Every access request logs an immutable security event and automatically expires after eight hours, ensuring zero residual permissions.
- Field-level role redaction: analysts inspect aggregate trends while customer identifiers remain sealed
- Customer identity reconstruction requires super-admin authorization and logs high-priority audit events
- Audit trails are committed at the database engine level, preventing tampering or bypass from higher application layers
Automated, activity-driven access reviews
Yves inspects console authentication and activity logs to generate quarterly retain, downgrade, or revoke recommendations with verified last-active timestamps.
- Derived from actual console telemetry rather than manual self-attestation
- Privilege downgrades are suggested automatically when elevated rights remain unused for 90 days
- Recertification approvals and rejections produce signed records for SOC 2 and ISO 27001 compliance
Automated integrity scans and field coverage
Continuous validation monitors raw field coverage, runs five integrity passes across ingested feedback, and provides aggregate benchmark comparisons without cross-tenant data exposure.
- Field coverage telemetry detects sparse enrichment before unvalidated data reaches reporting dashboards
- Cross-tenant benchmarking runs exclusively on differential, anonymized aggregates with row-level database isolation
- The scenario sandbox tests re-weighted composite scores in isolated staging before production deployment
Built for GDPR and enterprise privacy standards from day one.
Anonymous ingestion, automated PII redaction on inbound payloads, k-anonymity minimum cell sizes on aggregate reporting, purpose-bounded access with automatic revocation, and immutable database audit logs. Yves enforces strict regional privacy laws by design rather than through retroactive compliance add-ons.
Operational integrity modules
Tools for audit committees, risk officers, and executive leadership to inspect provenance, model calibration, and internal utilization.
Language equity audit
Action rate, resolution rate, and median turnaround time broken down by submission language against overall corpus baselines. Low-sample cohorts are explicitly flagged with confidence intervals.
Executive interrogation
Structured interview workflows prompt operational leads on verified analytical anomalies and coverage gaps detected in customer submissions.
Self-consistency audit
Automated reconciliation checks current reporting conclusions against prior periods, flagging analytical drift or unexpected divergence in statistical distributions.
Accuracy scoreboard
Brier scoring and calibration curves tracked against empirical outcomes, providing mathematical confidence scores for all automated sentiment and categorization pipelines.
Telemetry & attention audit
Complete visibility into which analytical views, queries, and reports are accessed across teams, highlighting underutilized data assets and critical workflows.
Historical inference archive
Full semantic search over every analytical summary and inference generated by the platform, ensuring historical executive briefings can be audited down to the source records.
“Every model inference and analytical aggregation is archived with its inputs, parameters, and outputs. This lineage allows any executive metric to be traced back to its raw source records at any time.”
Core Architectural Principle 4
Asked often enough to answer here
Enterprise-grade governance.
Zero compliance ambiguity.
Request our complete compliance package, sub-processor directory, and SOC 2 Type II controls documentation.