Governed AI batch workflow
AI batch jobs over business data
Configure, preview, run, inspect, retry, and export model work over records with validation and lineage.
10-row
preview before launch
row-level
attempt inspection
export
lineage proof
Product catalog summaries
Sample workflow
Preview valid
Prompt contractJSON
{
"summary": "customer-ready text",
"missing_flags": ["specs"]
}
Entity key selected
Cost estimate generated
Schema validation enabled
Run monitor6 rows
SKU-1042
summary
SKU-1177
schema check
SKU-1205
pending
Export ready with lineage
Upload or use a sample dataset
CSV rows with entity keys
Define prompt and contract
Structured output rules
Preview cost and risky rows
Sample outputs before spend
Inspect row attempts
Failures, retries, validation
Export with run lineage
Usable outputs with proof