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AI for Data Teams
Data teams and mid-market companies
Batches with renamed columns, transforms that fail overnight, names that do not match, and nobody sure where personal data lives. Eight agents form a self-healing pipeline: ingest, clean, transform, enrich, analyse, answer, report and govern.
DataIngest Agent
Watches landing batches for drift and staleness.
| Issue found in the demo | Risk | Count |
|---|---|---|
| schema_drift | low | 1 |
| stale_batch | medium | 1 |
DataClean Agent
Finds nulls, outliers, duplicates and impossible timestamps.
| Issue found in the demo | Risk | Count |
|---|---|---|
| missing_passenger_count | low | 10 |
| out_of_range_fare_amount | low | 6 |
| out_of_range_trip_distance | medium | 5 |
| duplicate_record | low | 6 |
| dropoff_before_pickup | low | 4 |
DataTransform Agent
Runs SQL rules on DuckDB and catches failures.
| Issue found in the demo | Risk | Count |
|---|---|---|
| transform_failed | low | 2 |
DataEnrich Agent
Matches names to a reference list; checks ISO codes.
| Issue found in the demo | Risk | Count |
|---|---|---|
| unresolved_entity | low | 46 |
| non_iso_country | low | 2 |
All 8 Data Automation agents
Numbers from one recorded run on demo data with planted problems.
DataIngest
Ingests new data batches and heals schema drift.
found 2fixed 2held 032 · InsightDataClean
Profiles and cleans tables into a trusted silver layer.
found 31fixed 31held 033 · InsightDataTransform
Builds gold tables and repairs failed transformations.
found 2fixed 2held 034 · InsightDataEnrich
Resolves company names and country codes.
found 48fixed 48held 035 · InsightDataAnalyse
Finds anomalies in metrics and explains them.
found 7fixed 7held 036 · InsightQueryIQ
Answers plain-English questions with safe, read-only SQL.
found 2fixed 2held 037 · InsightDataReport
Writes and sends grounded data reports.
found 1fixed 1held 038 · InsightDataGovern
Catalogues data and finds PII in the wrong places.
found 2fixed 2held 0In a demo: Drop a batch with renamed columns and watch the pipeline heal; QueryIQ refuses unsafe requests.
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