UK AI Exposure · Associate professional occupations
Insurance underwriters
Insurance underwriters identify and measure the risks associated with an activity, determine whether this risk is insurable and issue insurance policies which provide financial compensation in the event of loss.
- Employees (UK)
- 25k
- Median annual pay
- £38,666
- Exposure score ?
- 1.3/10 Minimal 9.8/10 Very high strict reading · with tools is 9.8/10 with-tools reading · strict is 1.3/10
- Wage exposure
- £126m £947m
Higher exposure than 64% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Almost every routine task in this role is within reach of today's language models. Roles at this level are getting rebuilt - often not by disappearing, but by one person using AI to do three or five people's output.
If you're in this role, here's what to do now
You don't need to be afraid. You need to be the person doing the rebuilding. The operators who learn to direct AI at scale in this kind of work become hugely valuable. The ones who wait to be told what to do get told what to do - and that thing is often 'we don't need as many of you anymore.'
Where a project with Alex usually starts for this role
These are the highest-importance tasks a language model can already handle directly today. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.
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Perform administrative tasks, such as maintaining records and handling policy renewals.
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Calculate premiums and establish payment method.
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Install bookkeeping systems and resolve system problems.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
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Customize insurance programs to suit individual customers, often covering a variety of risks.
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Sell various types of insurance policies to businesses and individuals on behalf of insurance companies, including automobile, fire, life, property, medical and dental insurance, or specialized policies, such as marine, farm/crop, and medical malpractice.
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Explain features, advantages, and disadvantages of various policies to promote sale of insurance plans.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Insurance Sales Agents" (41-3021.00).
What AI can already do
3 of 19 tasks · unaided
Perform administrative tasks, such as maintaining records and handling policy renewals.
Calculate premiums and establish payment method.
Install bookkeeping systems and resolve system problems.
Where humans still hold the line
16 of 19 tasks
Customize insurance programs to suit individual customers, often covering a variety of risks.
Sell various types of insurance policies to businesses and individuals on behalf of insurance companies, including automobile, fire, life, property, medical and dental insurance, or specialized policies, such as marine, farm/crop, and medical malpractice.
Explain features, advantages, and disadvantages of various policies to promote sale of insurance plans.
Seek out new clients and develop clientele by networking to find new customers and generate lists of prospective clients.
Call on policyholders to deliver and explain policy, to analyze insurance program and suggest additions or changes, or to change beneficiaries.
Confer with clients to obtain and provide information when claims are made on a policy.
Interview prospective clients to obtain data about their financial resources and needs, the physical condition of the person or property to be insured, and to discuss any existing coverage.
Contact underwriter and submit forms to obtain binder coverage.
Select company that offers type of coverage requested by client to underwrite policy.
Ensure that policy requirements are fulfilled, including any necessary medical examinations and the completion of appropriate forms.
Monitor insurance claims to ensure they are settled equitably for both the client and the insurer.
Develop marketing strategies to compete with other individuals or companies who sell insurance.
Plan and oversee incorporation of insurance program into bookkeeping system of company.
Inspect property, examining its general condition, type of construction, age, and other characteristics, to decide if it is a good insurance risk.
Attend meetings, seminars, and programs to learn about new products and services, learn new skills, and receive technical assistance in developing new accounts.
Explain necessary bookkeeping requirements for customer to implement and provide group insurance program.
Tasks via O*NET "Insurance Sales Agents" (41-3021.00).
What AI can already do
19 of 19 tasks · with tools
Customize insurance programs to suit individual customers, often covering a variety of risks.
Sell various types of insurance policies to businesses and individuals on behalf of insurance companies, including automobile, fire, life, property, medical and dental insurance, or specialized policies, such as marine, farm/crop, and medical malpractice.
Explain features, advantages, and disadvantages of various policies to promote sale of insurance plans.
Perform administrative tasks, such as maintaining records and handling policy renewals.
Seek out new clients and develop clientele by networking to find new customers and generate lists of prospective clients.
Call on policyholders to deliver and explain policy, to analyze insurance program and suggest additions or changes, or to change beneficiaries.
Confer with clients to obtain and provide information when claims are made on a policy.
Interview prospective clients to obtain data about their financial resources and needs, the physical condition of the person or property to be insured, and to discuss any existing coverage.
Contact underwriter and submit forms to obtain binder coverage.
Select company that offers type of coverage requested by client to underwrite policy.
Ensure that policy requirements are fulfilled, including any necessary medical examinations and the completion of appropriate forms.
Monitor insurance claims to ensure they are settled equitably for both the client and the insurer.
Develop marketing strategies to compete with other individuals or companies who sell insurance.
Calculate premiums and establish payment method.
Plan and oversee incorporation of insurance program into bookkeeping system of company.
Inspect property, examining its general condition, type of construction, age, and other characteristics, to decide if it is a good insurance risk.
Attend meetings, seminars, and programs to learn about new products and services, learn new skills, and receive technical assistance in developing new accounts.
Install bookkeeping systems and resolve system problems.
Explain necessary bookkeeping requirements for customer to implement and provide group insurance program.
Where humans still hold the line
0 of 19 tasks
When AI is paired with workflow tools, every task in this role is reachable. That doesn't mean the role disappears — it means almost all the routine surface area can be compressed.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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