General and Operations Managers
Which pieces of this job an update has reached, and which nobody has looked at.
AI finishesL2 · Partial automation
0/ 17
tasks at L2 or above. The median occupation is at 0%.
Looked at17 tasks
0/ 17
tasks carry a level at all; the other 17 have no evidence either way.
This occupation's tasks
One square, one task, filled to the lowest level of the kinds of work covering it.
No work with evidence behind it covers any task in this occupation.
The updates read so far are vendor and lab announcements, which rarely speak to this kind of work.
What AI has been shown to do here
Work21
One row per kind of work; open a row to see the updates behind its level.
21 of 21 kinds of work
Market: People operations and employee development
- 2026-09-07Gemini Enterprise automates HR tasksGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-08-28Gemini Enterprise Agent Designer enables HR support agentsGoogleClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
- 2026-08-26Turing uses Gemini to automate 60k+ HR ticketsGoogleClaimed L3Kept L3Capped by T2 ≤ L4Source ↗
Market: Process improvement and operations consulting
- 2026-09-09OpenAI shares cyber defense architecture and playbookOpenAIClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
- 2026-09-01Hy4 preview autonomously finds inference bottlenecks, lifts throughput 31.8%TencentClaimed L3Kept L2Capped by T3 ≤ L2Source ↗
- 2026-08-28Anthropic Fellows research: Claude autonomously aligns other AIsAnthropicClaimed L3Kept L2Capped by T3 ≤ L2Source ↗
- —Deloitte's Agentic blueprint achieves business impact up to 3x fasterGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
Market: Recreation and amusement services
- 2026-09-18Walt Disney World uses Gemini Enterprise for vacation planningGoogleClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
Market: Visitor attraction and destination services
- 2026-09-18Walt Disney World uses Gemini Enterprise for vacation planningGoogleClaimed L2Kept L2Capped by T3 ≤ L2Source ↗
Market: Process improvement and operations consulting
- —Deloitte's Agentic blueprint achieves business impact up to 3x fasterGoogleClaimed L1Kept L1Capped by T3 ≤ L2Source ↗
Market: Recreation and amusement services
no update in the collected window mentions this work
Market: Real estate projects and asset operations
no update in the collected window mentions this work
Market: Corporate strategy and head office management
no update in the collected window mentions this work
Market: Coal and metal ore extraction
no update in the collected window mentions this work
Market: People operations and employee development
no update in the collected window mentions this work
Market: Visitor attraction and destination services
no update in the collected window mentions this work
Market: Corporate strategy and head office management
no update in the collected window mentions this work
Market: Corporate strategy and head office management
no update in the collected window mentions this work
Market: Coal and metal ore extraction
no update in the collected window mentions this work
Market: People operations and employee development
no update in the collected window mentions this work
Market: Coal and metal ore extraction
no update in the collected window mentions this work
Market: Stations airports and passenger hubs
no update in the collected window mentions this work
Market: Real estate projects and asset operations
no update in the collected window mentions this work
Market: Urban and intercity passenger rail
no update in the collected window mentions this work
Market: Urban and intercity passenger rail
no update in the collected window mentions this work
Market: Stations airports and passenger hubs
no update in the collected window mentions this work
Markets this occupation serves
A market is a kind of work a business sells; a job usually serves several.
- Coal and metal ore extraction3 kinds of work
- Corporate strategy and head office management3 kinds of work
- People operations and employee development3 kinds of work
- Process improvement and operations consulting2 kinds of work
- Real estate projects and asset operations2 kinds of work
- Recreation and amusement services2 kinds of work
- Stations airports and passenger hubs2 kinds of work
- Urban and intercity passenger rail2 kinds of work
- Visitor attraction and destination services2 kinds of work
Non-technical conditions on these kinds of work
A condition that does not lift because a model improved.
No non-technical condition has been recorded against the kinds of work reaching this occupation.
A condition that does not lift because a model improved.
Where this page's numbers come from
- Snapshot
- snapshot-1
- Generated
- 2026-10-09 08:10 UTC
- Ontology
- 1.0.0
- Ontology schema
- 2.4.0
- Method version
- activity-level-1
- Content SHA-256
- 0b46df0246af8a1dc3fd9ce8e6ac9812925ace553984d2b7d45d363d32e27681
- Rows in this snapshot
- 10,482 work-to-task edges · 900 updates · 333 models · 58 topics · 1,888 market-to-occupation edges · 375 source accounts · 1 coverage record · 1 progress record · 11 non-technical conditions · 401 updates that landed on work · 1,102 evidence · 614 work in markets · 506 non-technical condition-to-work edges