Industry group, 5242
Agencies, Brokerages, and Other Insurance Related Activities
1,401,270 people work in this industry in the US, at mean pay of $85,200 a year (BLS, May 2025). What follows is how much of their working time the best AI models could finish, when, and in which jobs and tasks. Estimates.
of the paid hours. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
a year: 1.6 billion hours at what they cost. Not a forecast of savings.
- 63%
- 32%
- 4%
of the paid hours are within reach now in tasks people already bring to Claude. Another 41% is within reach in tasks not yet seen there.
Across the US: 30% within reach now and 36% by the end of 2028, on the long-run pace at four in five. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
Share of the paid hours within reach, now to 2030
Change assumptionsHide assumptionsLong-run pace, four in five
What each choice means: , , , , . Every pace starts from .
What handing the work over would take
For the 1,363,221 people in jobs so far, 97% of the industry's people; the others are in the totals above and join this split as the review reaches their jobs. Shares of their working time within reach now, at the pace and reliability chosen above. Estimates. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
about 956 million hours a year. The material can be handed to a model and the result handed back.
about 582 million hours a year. The model has to be connected to the system the work lives in.
about 664 million hours a year. Short enough by length. This site leaves conversation with people, so it is not in the totals.
What their work is made of
- 42%
- 21%
- 25%
- 8%
- 4%
Each task's time split among five kinds of doing, judged one task at a time; only documents and systems can count as within reach.
What changes for the people
For the 1,363,221 people in jobs reviewed task by task so far, by the end of 2028 on the long-run pace at four in five: the shares of their working time, from each job page's own map, weighted by how many people here do that job. It says which parts of the work change, never whether anyone keeps a job. Estimates.
Conversation, in-person and hands-on work.
Desk work within reach in tasks where a mistake costs something or a licensed person signs.
Desk work within reach that is small if wrong, with lighter checks.
What most people here would learn first
How many of them have each skill among the first two things to learn on their job's page. Every state, and the US
- Reviewing work you did not do yourself1,251,916 (92%)
- Briefing a model and checking its drafts538,301 (39%)
- The conversations418,645 (31%)
- Running AI inside the business systems388,630 (29%)
- The hands-on craft48,733 (4%)
- Judgment where errors are severe38,770 (3%)
- Signing off under your license22,767 (2%)
- Dealing with people outside the organization12,500 (1%)
- Handling protected records3,170 (under 1%)
How far this has come
With GPT-4, measured in March 2023, 0% of this industry's paid hours were within reach at . With Claude 3.7 Sonnet, measured in February 2025, 3%. With Claude Mythos Preview (early), measured in April 2026, 34%. Today's estimate: 54%.
A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.
Robots and the physical work
Anthropic rates 5% of the working time of the people in this industry as physical work. For 4% of the working time, a robot has been shown doing most of the task somewhere: 3% in a purpose-built cell, 1% in a structured facility. 0.05 of 3.
- Not physical 95%
- No robot shown 1%
- In a purpose-built cell 3%
- In a structured facility 1%
Anthropic's rating, not this site's estimate: Claude Opus 5, searching the web, rated each physical O*NET task by the kind of setting in which a robot it could cite (deployed, sold or demonstrated) does most of the task, weighted by its own estimate of each task's share of the time (What work can robots do?, September 30, 2026, data CC BY 4.0; every job ranked). A robot shown somewhere is not a robot in your building: cost, setup and safety decide that. The share within reach on this page still counts no body work. Weighted by the people in each occupation; each job's page names the robot behind each rated task.
Where the hours are
Jobs by hours within reach now. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index. The 40 largest jobs hold 91% of the people.
| People | Pay here | |||
|---|---|---|---|---|
| Insurance Sales Agents | 378,790 | 40% | 315 million | $62K |
| Customer Service Representatives | 172,880 | 64% | 232 million | $46K |
| Insurance Claims and Policy Processing Clerks | 95,260 | 86% | 169 million | $49K |
| Claims Adjusters, Examiners, and Investigators | 109,500 | 60% | 137 million | $76K |
| Insurance Underwriters | 36,110 | 100% | 75 million | $81K |
| General and Operations Managers | 57,500 | 45% | 54 million | $132K |
| Office Clerks, General | 33,550 | 56% | 39 million | $45K |
| Bookkeeping, Accounting, and Auditing Clerks | 20,840 | 88% | 38 million | $51K |
| First-Line Supervisors of Office and Administrative Support Workers | 32,040 | 54% | 36 million | $78K |
| Secretaries and Administrative Assistants, Except Legal, Medical, and Executive | 25,610 | 59% | 31 million | $46K |
| Financial Managers | 22,120 | 52% | 24 million | $173K |
| Accountants and Auditors | 22,290 | 45% | 21 million | $81K |
People: BLS counts for this industry, May 2025. Pay here: the median paid for the job in this industry, else its mean, else the national median. 155 smaller jobs (121,510 people) count in every total but are not listed. Task data covers 99% of the industry's people; the rest are in BLS "all other" groups with no task list, or in counts BLS does not publish.
The tasks with the most hours within reach by the end of 2028
Across the whole industry, on the chosen pace and reliability.
- Develop marketing strategies to compete with other individuals or companies who sell insurance.Insurance Sales Agents130 million hours100% of the task within reach
- Plan and oversee incorporation of insurance program into bookkeeping system of company.Insurance Sales Agents58 million hours80% of the task within reach
- Customize insurance programs to suit individual customers, often covering a variety of risks.Insurance Sales Agents56 million hours70% of the task within reach
- Obtain and examine all relevant information to assess validity of complaints and to determine possible causes, such as extreme weather conditions that could increase utility bills.Customer Service Representatives39 million hours100% of the task within reach
- Complete contract forms, prepare change of address records, or issue service discontinuance orders, using computers.Customer Service Representatives36 million hours100% of the task within reach
- Examine documents to determine degree of risk from factors such as applicant health, financial standing and value, and condition of property.Insurance Underwriters31 million hours100% of the task within reach
- Perform administrative tasks, such as maintaining records and handling policy renewals.Insurance Sales Agents29 million hours100% of the task within reach
- Check to ensure that appropriate changes were made to resolve customers' problems.Customer Service Representatives28 million hours80% of the task within reach
- Keep records of customer interactions or transactions, recording details of inquiries, complaints, or comments, as well as actions taken.Customer Service Representatives26 million hours100% of the task within reach
- Select company that offers type of coverage requested by client to underwrite policy.Insurance Sales Agents21 million hours100% of the task within reach
Scan a typical company in this industry
The industry's largest jobs, in the proportions BLS counts across the whole industry, at the pay it pays, run through the company scan. A starting point before you have a roster, or a benchmark for the one you have. Or choose the whole industry: every occupation BLS publishes for it with task data, at its nationwide headcount, the sector report ($249 for the full report, or included in Pro).
Next to this industry
Within reach now and by the end of 2028, long-run pace, four in five. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
How it is built: BLS counts the people in each job in this industry; each job's tasks and their lengths give its share within reach at a date; the industry's share is those shares weighted by people. Value is pay times 1.43 for benefits and payroll costs. Seen in Claude use splits today's share by whether Anthropic saw people bring each task to Claude in 2025; other AI tools are not counted. How it works
Questions about this industry
- How much of the work in Agencies, Brokerages, and Other Insurance Related Activities is within reach of AI now?
- An estimated 54% of the paid hours in Agencies, Brokerages, and Other Insurance Related Activities are within reach of AI models now and 63% by the end of 2028, on METR's long-run pace at four in five (62% to 63% across the three paces the site shows). Within reach means a model could finish work that long at that reliability. It is not a forecast of jobs lost or of savings.
- Which jobs in Agencies, Brokerages, and Other Insurance Related Activities carry the most hours within reach?
- By hours within reach now (projected from METR's April 2026 measurement and Epoch's November 2026 index): Insurance Sales Agents (378,790 people, 40% of their time, about 315 million hours a year); Customer Service Representatives (172,880 people, 64% of their time, about 232 million hours a year); and Insurance Claims and Policy Processing Clerks (95,260 people, 86% of their time, about 169 million hours a year).
- Which tasks in Agencies, Brokerages, and Other Insurance Related Activities carry the most hours within reach by the end of 2028?
- Develop marketing strategies to compete with other individuals or companies who sell insurance (Insurance Sales Agents, about 130 million hours a year); Plan and oversee incorporation of insurance program into bookkeeping system of company (Insurance Sales Agents, about 58 million hours a year); and Customize insurance programs to suit individual customers, often covering a variety of risks (Insurance Sales Agents, about 56 million hours a year).
- What would people working in Agencies, Brokerages, and Other Insurance Related Activities learn first?
- Among the 1,363,221 people in jobs reviewed task by task, the skills most often among the first two things to learn on their job's page are reviewing work you did not do yourself (1,251,916 people); briefing a model and checking its drafts (538,301 people); and the conversations (418,645 people). By the end of 2028 on the long-run pace at four in five, about 36% of their working time stays with people, 55% becomes checking a model's work and 8% can be handed over with lighter checks. It says which parts of the work change, never whether anyone keeps a job.
- How is this estimated?
- BLS counts the people in each occupation in Agencies, Brokerages, and Other Insurance Related Activities (May 2025); each occupation's share of working time within reach comes from its O*NET tasks, each with an estimated length checked against GDPval, and METR's measurements of how long a task the best AI models can finish, carried forward to the date from the latest, Claude Mythos Preview (early) in April 2026. The industry's share is those shares weighted by people. Task data covers 99% of its people, and 97% are in occupations reviewed task by task. Data checked November 10, 2026.
Embed these figures on your site
A small card with the share of working time within reach now and at the end of 2027, 2028 and 2030, the date and a link back. Free under CC BY 4.0; the card carries the credit.