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AC5
MVP 07On the roadmap

Audit-Defensible BI Dashboard Kit

Dashboards that survive an audit — versioned data pipelines, lineage you can actually point to, validation rules that fail loudly, and snapshots of every reported metric.

The pain

Operations dashboards built in Looker Studio, Tableau, or Power BI look great in a meeting but fall apart under audit: no data lineage, no validation rules, no snapshot of "what the dashboard showed on the day we made the decision." Leaders defend numbers they cannot reproduce.

What gets built

  • Pre-built KPI templates for ops, quality, and compliance domains
  • Versioned transformations: every metric lineage traceable from raw source to dashboard cell
  • Data quality validation: schema checks, freshness checks, business-rule assertions
  • Metric snapshots: nightly point-in-time capture so historical dashboards reproduce exactly
  • Documentation generator: auto-publishes data dictionary with definitions, owners, lineage diagrams
  • Export to Excel/PDF with footnoted source provenance

Stack

  • dbt-core
  • DuckDB / PostgreSQL
  • Great Expectations / Soda Core
  • Apache Superset / Metabase

Pricing

$12K–$25K per dashboard family + $500–$1,500/mo managed pipeline

Effort to ship

4 weeks for the template kit; 1–2 weeks per client implementation

Audit-Defensible BI Dashboard Kit demo is on the roadmap

Want a guided walk-through of what this tool will do, or to be the first pilot client when it ships?

Get in touch