Simply Build

Upload a builder spec. We extract products, route clear items to research, and ask you only about ambiguous descriptions.

1. Upload a spec

This uploads the file to R2 and creates a D1 ingestion job. Private preview only; Auth0 comes next.

2. Run workflow

Selected job: fixture / latest

Workflow: R2 upload → document queue → LlamaCloud EU parse → candidate extraction → research/review routing.

Detected
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Research-ready
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Needs review
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Queued
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Client-facing rule: users only review products with incomplete/ambiguous descriptions. Clear products proceed to research automatically or via the Start Research button.