ChrisCruz.ai Atomic Note

Data Consistency

Data Consistency Dashboard Signal Stack

Updated September 15, 2025

Mission

Deliver a comprehensive real-time view of DDA infrastructure health so operators can safeguard 99% data accuracy, enforce a 1-second SLA, sustain 99.99% uptime, and anticipate overdraft, decline, and fraud patterns before they impact customers.

Core Metrics

  • • Data accuracy ≥ 99%
  • • Response time ≤ 1 second SLA
  • • Operational uptime ≥ 99.99%
  • • Predictive signals: overdrafts, declines, fraud patterns

Integration Sources

  • • GATCHT3
  • • ESDD
  • • FAP
  • • Transaction History API

Execution Checklist

  1. Define KPIs and visualization needs with business partners.
  2. Pipe ODS integrations for GATCHT3, ESDD, FAP, and Transaction History API.
  3. Build Tableau dashboards with 14 days of detail and 2 years of trends.
  4. Configure threshold alerts, weekly summaries, and monthly executive digests.
  5. Run API, integration, and error-handling QA.
  6. Deploy with resourcing and capacity gaps resolved, then monitor closely.

Operator Notes

  • • Share instrumentation blueprints with the Smart Nudges implementation team to reuse anomaly alert logic.
  • • Confirm executive access rights to reinforce the program mandate.
  • • Pair dashboards with weekly stand-ups to inspect SLA adherence trends.