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.

Finance Workbench Lite

Upload Excel/CSV for a trial run — ideal for PoC and finance review. Use an implementer amk_wb_ access code or your account amk_live_ API Key.

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