Data Engineering · Internal

Data Transformation Copilot

Generates dbt models, tests and column-level documentation from analyst intent, with lineage-aware suggestions from the warehouse catalog.

AdoptedHealthy
GCJ
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Business owner

Marcus Bell

Executive sponsor

Renee Alvarado, VP Data

Start date

Jun 2, 2025

Target rollout

Mar 10, 2026

Completion

100%

ROI

Finance-reviewed, annualized where noted

Hours saved / mo

510

Hours saved / yr

6,120

Cost avoided

$78K

Margin impact

$274K

Confidence level: High — based on baseline cycle-time study and realized utilization to date.

Health & Risk

Steady state across 3 data domains.

Blockers

No open blockers.

Risk flags

None raised this cycle.

Mitigation notes

Catalog refresh job hardened after the June incident.

Activity feed

Synced from connected delivery systems

  1. G

    PR merged: dbt model finance.revenue_daily

    4h ago

  2. C

    Spec updated — 'Lineage-aware prompting'

    3 days ago

  3. J

    DAT-590 closed — catalog refresh hardening

    4 days ago

PISMO Output QA

Last validation run Aug 18, 2026 · 22:00 UTC · 410 samples

97.9%

Reviewer notes · Grace Yoon

Generated models pass CI tests at 97.9%; failures are almost entirely stale catalog metadata.

Governance posture

NIST AI RMF-aligned control checks

4.5 / 5
  • Risk AssessmentPassed

    Internal tooling, low residual risk.

  • Bias MitigationPassed

    N/A rationale accepted for code generation.

  • Data PrivacyPassed

    Operates on schema metadata, not row data.

  • TransparencyPassed

    Every model tagged with generation provenance.

  • SecurityPassed

    No production write access.

  • Human OversightPassed

    All models merged via peer code review.