Finance, documents, web preview, procurement — from pain to outcome inside your systems.
Each loop maps pain → shipped tools → measurable gain.
Bank/vendor portals without APIs — manual Excel reconciliation.
RFPs and research must live in artifact workspace — not chat fragments.
Stakeholders need to see sites Agent builds — not just code blocks.
Order status scattered across ERP, vendor portals, and IM.
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