Automated audit pipeline. Expert interpretation.
We compress weeks of manual data quality work into hours of automated pipeline + human judgment. The pipeline profiles, checks, scores, and generates artifacts. Our data scientists interpret the results and deliver a plan you can act on.
Pipeline Architecture
Six stages from raw data to production-ready artifacts. Every step is deterministic and repeatable.
Ingest
CSV, Parquet, or Snowflake. Multi-file support with shared column detection across datasets.
Profile
Column types, nulls, cardinality, distributions. Auto-detect column roles — identifier, timestamp, category, measure, freetext.
Check
12+ quality checks: duplicates, naming chaos, schema drift, timestamp gaps, null spikes, near-duplicates, negative values, out-of-range, and more.
Validate
Recompute reported KPIs from raw data. Count, ratio, and sum formulas. Flag discrepancies between what dashboards say and what the data shows.
Score
0–100 rubric with severity-weighted deductions. Every finding ranked Critical, High, Medium, or Low.
Generate
dbt project (staging + mart models, tests), Streamlit dashboard, ASSUMPTIONS.md, and METRICS.md — ready to use, not just to read.
Ready to start?
From a one-week diagnostic to a full implementation — choose the depth that fits your needs.
What makes this different
Pipeline-first
Automated analysis in minutes, not weeks of manual work. The pipeline runs the same checks every time — no analyst variance, no missed tables.
Domain-agnostic
Same pipeline works on SaaS events, financial transactions, IoT sensor data, and CRM exports. Column role detection adapts to your schema.
Artifacts, not reports
You get a dbt project and interactive dashboards, not a PDF that sits in a drawer. Every deliverable is code you can version, extend, and run.
Expert layer
Data scientists review automated findings, eliminate false positives, and connect patterns across datasets. Automation finds — humans understand.
See what the audit finds
Browse a sample report, or book a call to scope your first audit.
See a Sample Report