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
succeeded
SKU-1177
schema check
repairable
SKU-1205
pending
queued
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