Enterprise integrations

Optional enterprise integrations and workbench trial entry. The hero product is AMA model workflow generation; capabilities here open on demand.

API integration

Async REST jobs return structured matches and exceptions. Subscription + usage billing, embeddable in existing finance systems.

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Finance Workbench Lite

Upload Excel/CSV for a trial run — ideal for PoC and finance review. Requires an amk_wb_ access code from your implementer.

Open workbench Account

Workbench is a separate Streamlit service. Run bash scripts/run_workbench.sh first (default port 8501).