Cooks, Private Household
How cooks, private household are reshaped as AGI capability advances.
The bottom line
About 35% of the work in Cooks, Private Household 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: This occupation exhibits a strong split between physical execution and digital administration. The tool distribution reflects this dual role, with 19 physical tools in segments like Domestic (seg 52, prior=0.05) balanced against 11 IT/Software tools (seg 43, prior=0.85) for business management. Work Context scores show extremely high physical demands ('Spend Time Standing' at 4.77, 'Using Your Hands...' at 4.62) paired with prominent digital communication ('E-Mail' at 4.42). Top Work Activities similarly blend 'Organizing, Planning, and Prioritizing Work' (3.96) with 'Performing General Physical Activities' (3.62), landing the role in the low-hybrid band.
grounded in the economy graph · digital scalar 0.35 · hybrid
Business-as-Code
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
The work of Cooks, Private Household engages 41 activities — the executable steps that, decomposed, reveal what becomes Code, what stays Human.
+29 more via engagesIn
Cooks, Private Household involves 41 work activities — the generalized motions beneath the role, each scored against the AI-deliverability frontier.
+29 more via involvesActivity
Autonomous Agents as digital employees
Which of this work becomes digital labor — performed under typed authority, promoted to autonomy on track record.
Cooks, Private Household performs 13 tasks on the graph — the atomic work units that become the job description for a digital employee, promoted to autonomy on track record.
+1 more via performs
Cooks, Private Household is typically employed by 3 company types — the demand side that decides which of this role's tasks get handed to agents, and on what authority.
Cooks, Private Household is employed across 5 settings — the places where this role's work is done, and where digital employees first sit beside the humans.
Headless SaaS for Agents
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Cooks, Private Household uses 68 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.
+56 more via usesTool
Cooks, Private Household relies on 14 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.
+2 more via uses
The software Cooks, Private Household 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.
The problems this exposes
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
Where Cooks, Private Household sits
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Recent capability events
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Problems
- HNW Client Acquisitiondemand-gen
- Dietary Profile Managementretention
- Client Expense Reconciliationcapital
- Premium Ingredient Sourcingsupply-chain
- Foodborne Illness Liabilitycompliance
- Household Menu Customizationops
Opportunities
- Culinary Expense LedgerService-as-Software
- Diet Restriction EngineHeadless SaaS
- Premium Ingredient BrokerAgent
- Chef Placement AgentAgent