Agencies adopting MCP face a structural question: how do you let strategists use AI on 30 client accounts without credential chaos or unapproved spend changes? Ad Platform MCP addresses this with workspace isolation, roles, and approvals.
Workspace per Client
Each client gets a dedicated workspace: their ad accounts, their approval policies, their audit log. Strategists switch workspaces in the dashboard or scope prompts by client name so tools never leak cross-client data.
API Keys by Role
Issue read-only keys to juniors and AI experimentation sandboxes. Write keys for leads only. Keys are revocable per person without re-OAuthing client ad accounts.
Approval Routing
Configure require_approval_above per workspace — a $500 cap for SMB clients, $5,000 for enterprise. Notifications go to the assigned account lead. See budget safety controls.
White-Label Dashboard
Agency tier dashboards show cross-platform performance with your logo and domain. Clients who will never open Claude still see campaign health.
Comparison to Ads-Only MCP Tools
Pipeboard comparison covers feature gaps; agencies specifically gain multi-client workspaces and approvals Pipeboard does not ship.
Reporting at Scale
Standardize weekly prompts per workspace using cross-platform ROAS reporting templates. Connect platforms once per client via Meta and Google guides.