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High-volume operations
Intelligent intake without rebuilding your stack
Team ingesting product data from APIs, files, and unstructured inputs
5×
Faster ingestion
The problem
Data arrived in inconsistent formats. Analysts and engineers lost hours normalizing inputs before anything reached dashboards or models.
Starting state
- •Semi-structured files, API payloads, and email attachments
- •Manual cleanup scripts run ad hoc
- •Long lag between data received and data usable
What changed
- •Automated intake workflow using orchestration plus LLM-assisted parsing
- •Standardized loading into warehouse and database layers
- •Guardrails so bad data is flagged, not silently passed through
Results
- ✓5× reduction in ingestion time
- ✓More consistent downstream reporting
- ✓Engineers spent less time on repetitive prep