
About 60% of the work in Concierges is information-shaped and increasingly AI-deliverable, with the rest a hybrid of judgment and hands-on work. The automation frontier runs straight through the middle of this role.
Why: The UNSPSC tool distribution is overwhelmingly software-based (20 tools in IT/software segment 43), pointing to heavy computer usage. However, the top Work Activities ('Performing for or Working Directly with the Public') and Work Context attributes ('Face-to-Face Discussions' at 4.82) reveal a role deeply rooted in in-person hospitality. This blend of intensive digital orchestration (E-Mail at 5.00, Telephone at 4.91) with essential on-site presence yields a solid hybrid score.
grounded in the economy graph · digital scalar 0.60 · hybrid
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
The work of Concierges engages 41 activities — the executable steps that, decomposed, reveal what becomes Code, what stays Human.
+29 more via engagesIn
Concierges involves 41 work activities — the generalized motions beneath the role, each scored against the AI-deliverability frontier.
+29 more via involvesActivity
Which of this work becomes digital labor — performed under typed authority, promoted to autonomy on track record.
Concierges performs 18 tasks on the graph — the atomic work units that become the job description for a digital employee, promoted to autonomy on track record.
+6 more via performs
Concierges is typically employed by 55 company types — the demand side that decides which of this role's tasks get handed to agents, and on what authority.
+43 more via typicallyEmploys
Concierges is employed across 70 settings — the places where this role's work is done, and where digital employees first sit beside the humans.
+58 more via employs
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Concierges uses 9 tools today. As each gains an agent-consumable surface (API / MCP / SDK), the human UI stops being the only way in — and the work routes straight to an agent.
Concierges relies on 17 products. The headless dimension of each — whether an agent can call it without a screen — is what decides how much of this work goes hands-free.
+5 more via uses
The software Concierges reaches for already exposes 12 agent-callable actions (via uses → exposedBy) — typed surfaces an agent invokes directly, no human screen in the loop. The work routes to the API, not the UI.
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
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