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North Star Vision

Where data quality becomes a competitive advantage, not just a cost center. From reactive firefighting to predictive intelligence.

Vision 2025+

The Transformation Journey

Current State

~20 analysts doing manual QC
Static ±3-5% thresholds
Issues found after client reports
No client-level impact visibility
Excel + Alteryx + Python fragmented
6-7 month supplier onboarding

North Star Vision

AI handles 80% of QC automatically
Dynamic thresholds adapt to patterns
Proactive alerts before client impact
Real-time client dependency mapping
Unified platform with GX Core foundation
2-week supplier onboarding with templates

North Star Capabilities

A fully realized data quality intelligence platform

Phase 2

Predictive Quality

ML models that predict quality issues before they occur, based on historical patterns and external factors.

Phase 2

Auto-Root Cause

Automated root cause analysis that traces anomalies back to specific suppliers, time windows, and data segments.

Phase 3

Client Portal

Self-service portal where clients can see their data quality metrics and supplier health dashboards.

Phase 2

Data Lineage

End-to-end visibility of data flow from supplier ingestion through client deliverables.

Phase 3

Auto-Remediation

Automated workflows that fix common issues without human intervention, with audit trails.

Phase 3

Compliance Engine

Automated compliance checks for HIPAA, SOC2, and client-specific data governance requirements.

Implementation Roadmap

A phased approach that delivers value at each step

1

Foundation

Current Focus

Establish GX Core + AI enhancement layer as the validation backbone

GX Core expectations suite
Dynamic threshold engine
Client impact analysis
Real-time dashboard
Single supplier integration
Alert & notification system
2

Scale

Next Phase

Expand to all suppliers and add advanced ML capabilities

All 150+ supplier integration
Predictive quality models
Auto root cause analysis
Data lineage tracking
Jira workflow integration
Custom expectation builder
3

Transform

Future

Full platform transformation with self-service and automation

Client self-service portal
Auto-remediation workflows
Compliance automation
2-week supplier onboarding
AI-powered insights
Enterprise metrics dashboard

Expected Business Impact

Measurable outcomes from the north star transformation

80%
Reduction in manual QC effort
90%
Fewer client-reported issues
4x
Faster supplier onboarding
15%
Improvement in data coverage

Start the Journey Today

Phase 1 capabilities are ready to demonstrate. Let us show you what is possible.