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Taxi and cab drivers and chauffeurs

complying with traffic regulations to operate vehicles in a safe and courteous manner, collecting or meeting passengers as per requests and collecting passengers at prearranged locations. If that's your week, this page is about your job.

The honest answer

AI is already taking a real slice of the routine work here: logging vehicle routes. That is a slice of tasks, not of you.

Your move: what you can actually do about this ↓

That slice is not coming back; the core of the job, complying with traffic regulations to operate vehicles in a safe and courteous manner, stays yours. The tools change, the responsibility doesn't.

Your week, as this page understands it

Taxi and cab drivers and chauffeurs drive motor cars for private individuals, government departments and industrial and commercial organisations, drive taxis for public hire, drive new cars to delivery points and drive motorcycles and other motor vehicles. The job title says “taxi”, “cab drivers” or “chauffeurs”: officially one job, several names. The real job is the part underneath: complying with traffic regulations to operate vehicles in a safe and courteous manner. That is the thing someone has to be right about.

The exposed part of this job is specific, and we won’t pretend it is coming back. But taxi and cab drivers and chauffeurs is not one task. It is 32 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is complying with traffic regulations to operate vehicles in a safe and courteous manner, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI
17%
changing shape
13%
staying human
70%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

Whole-job exposure score 22 out of 100 (20–26 allowing for uncertainty): low exposure, across 32 scored tasks. The number is the support for the sentence above it, not a headline about anyone’s future.

How we know this

What is measured: Every published task statement for taxi and cab drivers and chauffeurs is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

Your job, task by task

These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.

Shifting to AI

6 tasks

Tasks today’s tools can already do most of. This is the part we will not soften: where these rows are the bulk of your week, the week changes.

  • Recording and reporting accidents

    This is reading one thing and writing another: accidents in, a record out. That is the shape today's tools are built for.

    importance 80 · 8213/00
    Source: “Record and report accidents.” (UK task statement)
    How this row was scored

    Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.

    The rating behind it: Writing up an accident report from the driver's account is standard paperwork software drafts well.

    The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Calculating fares and fees using computers

    This is reading one thing and writing another: fares in, a record out. That is the shape today's tools are built for.

    importance 75 · 8213/00
    Source: “Calculate fares and fees using computers.” (UK task statement)
    How this row was scored

    Exposure score: 66 out of 100 (62–70 allowing for uncertainty): high exposure, high confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.

    The rating behind it: Working out fares and fees is arithmetic that meters and booking software already do reliably.

    The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.

  • Analysing travel routes to provide detailed journey information

    This is reading one thing and writing another: travel routes in, a record out. That is the shape today's tools are built for.

    importance 70 · 8213/00
    Source: “Analyse travel routes to provide detailed journey information.” (UK task statement)
    How this row was scored

    Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.

    The rating behind it: Mapping apps work out routes and journey details at least as well as most drivers.

    The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.

  • Logging vehicle routes

    This is reading one thing and writing another: vehicle routes in, a record out. That is the shape today's tools are built for.

    importance 60 · 8213/00
    Source: “Log vehicle routes.” (UK task statement)
    How this row was scored

    Exposure score: 88 out of 100 (84–92 allowing for uncertainty): very high exposure, high confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.

    The rating behind it: Tracking devices already record routes automatically with no driver input needed.

    The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.

Changing shape

4 tasks

Tasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.

  • Reading maps and following written and verbal geographic directions

    The software now makes the first pass at maps, but part of it still happens in the physical world. So the job becomes checking and deciding rather than producing.

    importance not published

    No importance rating is published for this task, so the ordering here is ours.

    Source: “Read maps and follow written and verbal geographic directions.” (UK task statement)
    How this row was scored

    Exposure score: 41 out of 100 (37–45 allowing for uncertainty): partial exposure, high confidence.

    Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.

    The rating behind it: Working out a route from maps and spoken directions is what satellite navigation already does, though it is used while driving.

    The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.

  • Processing fare payments

    The software now makes the first pass at fare payments, but part of it still happens in the physical world. So the job becomes checking and deciding rather than producing.

    importance 85 · 8213/00
    Source: “Process fare payments.” (UK task statement)
    How this row was scored

    Exposure score: 43 out of 100 (39–47 allowing for uncertainty): partial exposure, high confidence.

    Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.

    The rating behind it: Payment processing is ordinary software; the driver mainly holds out the card machine.

    The five ratings: output a model can produce 4/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.

  • Receiving requests for passenger service from controllers

    The software now makes the first pass at requests, but part of it still happens in the physical world. So the job becomes checking and deciding rather than producing.

    importance 70 · 8213/00
    Source: “Receive requests for passenger service from controllers.” (UK task statement)
    How this row was scored

    Exposure score: 50 out of 100 (46–54 allowing for uncertainty): partial exposure, high confidence.

    Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.

    The rating behind it: Receiving job requests is normally an app notification now rather than a human exchange.

    The five ratings: output a model can produce 4/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.

Staying human

22 tasks

Tasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.

  • Complying with traffic regulations to operate vehicles in a safe and courteous manner

    This work happens in the physical world: traffic regulations, in a real place. Software cannot follow it there.

    importance 95 · 8213/00
    Source: “Comply with traffic regulations to operate vehicles in a safe and courteous manner.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.

    The rating behind it: Driving the vehicle safely through traffic is physical work at the wheel, and it needs a licensed driver behind it.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

  • Driving clients to and from their destination

    This work happens in the physical world: clients, in a real place. Software cannot follow it there.

    importance 90 · 8213/00
    Source: “Drive clients to and from their destination.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.

    The rating behind it: Taking someone door to door is physical driving that still needs a licensed person at the wheel.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.

  • Driving taxis or vehicles to transport passengers

    This work happens in the physical world: taxis, in a real place. Software cannot follow it there.

    importance 90 · 8213/00
    Source: “Drive taxis or vehicles to transport passengers.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.

    The rating behind it: Driving the vehicle itself is hands-on work no software an employer can buy today performs.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.

Show the other 22 tasks

  • Preparing and submitting reports on fuel used or fares

    shifting to AI

    This is reading one thing and writing another: reports in, a record out. That is the shape today's tools are built for.

    importance 60 · 8213/00
    Source: “Prepare and submit reports on fuel used or fares received.” (UK task statement)
    How this row was scored

    Exposure score: 88 out of 100 (84–92 allowing for uncertainty): very high exposure, high confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.

    The rating behind it: Fuel and takings reports are straightforward spreadsheet work built from records already held.

    The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.

  • Maintaining accurate records

    shifting to AI

    This is reading one thing and writing another: accurate records in, a record out. That is the shape today's tools are built for.

    importance 60 · 8213/00
    Source: “Maintain accurate records.” (UK task statement)
    How this row was scored

    Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.

    The rating behind it: Fare, mileage and licensing records are generated and kept by meters and apps with little manual effort.

    The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.

  • Exchanging information with controllers

    changing shape

    The software now makes the first pass at information, but part of it still happens in the physical world. So the job becomes checking and deciding rather than producing.

    importance 70 · 8213/00
    Source: “Exchange information with controllers by radio, telephone, or computer.” (UK task statement)
    How this row was scored

    Exposure score: 43 out of 100 (39–47 allowing for uncertainty): partial exposure, high confidence.

    Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.

    The rating behind it: Booking apps already pass jobs and updates between drivers and controllers automatically.

    The five ratings: output a model can produce 4/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.

  • Reporting any vehicle malfunctions or needed repairs

    staying human

    This work happens in the physical world: any vehicle malfunctions, in a real place. Software cannot follow it there.

    importance 70 · 8213/00
    Source: “Report any vehicle malfunctions or needed repairs.” (UK task statement)
    How this row was scored

    Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.

    The rating behind it: Spotting the fault needs someone in the vehicle; writing up the report itself is simple.

    The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Reporting delays, accidents or other traffic and transporting situations using telephones or mobile two-way radios

    staying human

    This work happens in the physical world: delays, accidents or other traffic and transporting situations, in a real place. Software cannot follow it there.

    importance 80 · 8213/00
    Source: “Report delays, accidents, or other traffic and transport situations using telephones or mobile two-way radios.” (UK task statement)
    How this row was scored

    Exposure score: 32 out of 100 (25–39 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.

    The rating behind it: Traffic and delay updates are largely automatic now, though the driver still reports from the road.

    The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

  • Providing passengers with information about the local area and points of interest

    staying human

    This work happens in the physical world: passengers, in a real place. Software cannot follow it there.

    importance 75 · 8213/00
    Source: “Provide passengers with information about the local area and points of interest.” (UK task statement)
    How this row was scored

    Exposure score: 26 out of 100 (19–33 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.

    The rating behind it: Local information is easy to look up, but passengers usually get it in conversation during the ride.

    The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.

  • Collecting fares or vouchers from passengers

    staying human

    This work happens in the physical world: fares, in a real place. Software cannot follow it there.

    importance 85 · 8213/00
    Source: “Collect fares or vouchers from passengers.” (UK task statement)
    How this row was scored

    Exposure score: 16 out of 100 (9–23 allowing for uncertainty): minimal exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.

    The rating behind it: Card readers and apps handle the money, but taking a fare still happens face to face in the cab.

    The five ratings: output a model can produce 3/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

  • Ensuring passenger safety through compliance with safety protocols

    staying human

    This work happens in the physical world: passenger safety, in a real place. Software cannot follow it there.

    importance 90 · 8213/00
    Source: “Ensure passenger safety through compliance with safety protocols.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Keeping passengers safe depends on the driver being in the vehicle for the whole journey.

    The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.

  • Assisting passengers with safe boarding and alighting from the vehicle

    staying human

    This work happens in the physical world: passengers, in a real place. Software cannot follow it there.

    importance 85 · 8213/00
    Source: “Assist passengers with safe boarding and alighting from the vehicle.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.

    The rating behind it: Helping someone in and out of a car needs a person physically there to steady them.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 1/4.

  • Assisting in loading and unloading passengers' luggage

    staying human

    This work happens in the physical world: loading, in a real place. Software cannot follow it there.

    importance 80 · 8213/00
    Source: “Assist in loading and unloading passengers' luggage.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Lifting bags in and out of a boot is physical work only a person can do.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 1/4.

  • Collecting or meeting passengers as per requests

    staying human

    This work happens in the physical world: passengers, in a real place. Software cannot follow it there.

    importance 80 · 8213/00
    Source: “Collect or meet passengers as per requests, appointments, or schedules.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Meeting a booked passenger means driving to them, which stays with the driver.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.

  • Collecting passengers at prearranged locations

    staying human

    This work happens in the physical world: passengers, in a real place. Software cannot follow it there.

    importance 80 · 8213/00
    Source: “Collect passengers at prearranged locations, taxi ranks, or by cruising in high-traffic areas.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Picking passengers up from ranks or on the street is driving, not desk work.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.

  • Lifting and storing luggage carefully and safely in the vehicle

    staying human

    This work happens in the physical world: luggage, in a real place. Software cannot follow it there.

    importance 80 · 8213/00
    Source: “Lift and store luggage carefully and safely in the vehicle.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Lifting and stowing luggage safely is straightforward physical work needing hands.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.

  • Checking a vehicle's oil, fuel, water and safety equipment to ensure they are in working order

    staying human

    This work happens in the physical world: a vehicle's oil, fuel, water and safety equipment, in a real place. Software cannot follow it there.

    importance 75 · 8213/00
    Source: “Check a vehicle's oil, fuel, water, and safety equipment to ensure they are in working order.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Checking oil, fuel, water and safety kit means opening the cab and looking, so someone has to be there.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.

  • Ensuring vehicles are clean and well-maintained for each job

    staying human

    This work happens in the physical world: vehicles are clean, in a real place. Software cannot follow it there.

    importance 75 · 8213/00
    Source: “Ensure vehicles are clean and well-maintained for each job.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Cleaning and checking over the car before each job is hands-on work.

    The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.

  • Keeping vehicles clean and in roadworthy condition

    staying human

    This work happens in the physical world: vehicles clean, in a real place. Software cannot follow it there.

    importance 75 · 8213/00
    Source: “Keep vehicles clean and in roadworthy condition.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Keeping a cab clean and roadworthy means physically working on the vehicle.

    The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.

  • Operating vehicles with specialised equipment

    staying human

    This work happens in the physical world: vehicles, in a real place. Software cannot follow it there.

    importance 70 · 8213/00
    Source: “Operate vehicles with specialised equipment, like wheelchair lifts, to transport passengers with special needs.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Operating a wheelchair lift and settling a passenger safely needs someone physically present.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.

  • Performing simple vehicle maintenance procedures

    staying human

    This work happens in the physical world: simple vehicle maintenance procedures, in a real place. Software cannot follow it there.

    importance 70 · 8213/00
    Source: “Perform simple vehicle maintenance procedures, such as checking oil and petrol.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: the same decision, made over and over; work that happens in the physical world.

    The rating behind it: Checking oil and filling up are simple physical jobs done at the vehicle.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Testing vehicle equipment, such as lights, brakes, horns or windscreen wipers, to ensure proper operation

    staying human

    This work happens in the physical world: vehicle equipment, in a real place. Software cannot follow it there.

    importance 70 · 8213/00
    Source: “Test vehicle equipment, such as lights, brakes, horns, or windscreen wipers, to ensure proper operation.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: the same decision, made over and over; work that happens in the physical world.

    The rating behind it: Checking lights, brakes and wipers means walking round the vehicle and working them by hand.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Reporting to taxi services or garages to receive vehicle assignments

    staying human

    This work happens in the physical world: taxi services, in a real place. Software cannot follow it there.

    importance 60 · 8213/00
    Source: “Report to taxi services or garages to receive vehicle assignments.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Turning up at the office or garage to collect a vehicle means being there in person.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.

  • Vacuuming and cleaning interiors of cars

    staying human

    This work happens in the physical world: interiors of cars, in a real place. Software cannot follow it there.

    importance 60 · 8213/00
    Source: “Vacuum and clean interiors of cars.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Vacuuming and cleaning a car interior is physical work.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.

  • Washing and polishing exteriors of cars to enhance appearance

    staying human

    This work happens in the physical world: exteriors of cars, in a real place. Software cannot follow it there.

    importance 60 · 8213/00
    Source: “Wash and polish exteriors of cars to enhance appearance.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Washing and polishing a car by hand is physical work.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.

What this job pays, and how many people do it

Median pay
£26,800a year, before tax, the middle of the range, so half earn more and half earn less.ashe-t14, 2025 · ASHE 2025 provisional (reference April 2025)Provisional, because the ONS revises this figure in the autumn.
How we know this

Source: ashe-t14

Reference period: ASHE 2025 provisional (reference April 2025)

Rounding: Shown to the nearest £100. The exact published figure is in the downloadable dataset. We do not render pounds the survey cannot support.

People doing this job
173,900in the UK, 2026.nomis-aps · Apr 2025-Mar 2026 (latest APS 12-month period)This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.

What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.

Why this is shifting

The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: vehicle routes in, a record out. The rows above are exactly that shape: logging vehicle routes and recording and reporting accidents. What it cannot do is be answerable: traffic regulations need a named person the rules will accept, and software cannot be that person. Which is why this page talks about your tasks changing, not your job ending.

Your move

Over a pint: what I’d tell you if you were my friend

Start with what does not change: complying with traffic regulations to operate vehicles in a safe and courteous manner is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 17% of this job's task weight sits in rows the software is already learning, 13% in rows that change shape rather than disappear, and 70% in rows it is nowhere near. That is the position, measured across 32 scored tasks. It is not a forecast about you.

So the thing worth your attention is not the job going away. It is the layer around it. Logging vehicle routes is the part turning into software, and being the person who understands that layer is worth money.

This week: one thing

Ask the one question. Find whoever is bringing new software into your workplace (the manager, the office, whoever runs the system) and ask them what it is meant to do to vehicle routes, and what it is not meant to touch. Ten minutes, this week, before anyone decides it for you.

What you end up holding
a straight answer about what is actually being rolled out, and when
How long it takes
ten minutes

If there’s nobody obvious to ask, or you’d rather not ask your manager: Put the same question to your union rep, your shift lead or the person who has been there longest, in person, over a break. Same ten minutes, same answer, and you will usually get a straighter one. Write down what they say. The note is the artifact, and it tells you whether traffic regulations are in scope or not. Nothing to log into, no licence needed.

Over the next 90 days

Get inside the tool rollout rather than waiting for it. Over the next ninety days, ask to be in the group that tests, checks or signs off whatever new system arrives near reading maps and following written and verbal geographic directions. It is usually an unglamorous seat that nobody fights for, and it is the one that decides how the software is used on your job rather than to it.

Over the next 12 months

On this evidence I would not retrain out of this job, and I will say that plainly rather than hedge it. The task list here is dominated by work that stays with a person. What I would do with a year is get formally recognised for the layer around it (the systems, the compliance, the planning), so you are the one who understands the software instead of the one it is done to. Before you pay for anything, spend an hour with National Careers Service. It is free and government-funded, and it is listed below with the rest of the free routes.

The roads out of here, and why I am not sending you down them

I looked at the obvious moves out of this job, and here is what I found.

I checked the 12 nearest UK occupations to taxi and cab drivers and chauffeurs (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was bus and coach drivers: only about 28% of its durable work is work you already do. And on the numbers you do not need one. This job scores 22/100 here, with only 17% of the task list in the top band, and “read maps and follow written and verbal geographic directions” is not work that hands over cleanly. None of them beats deepening what you already have.

How that was checked: this job was compared against all 412 UK occupations in this release on their official task statements, and the 12 nearest were examined one by one. A move that turns on an industry, an employer or a qualification rather than on the work itself will not show up in a check like that. And this release carries no licence register, so anything you are weighing needs that looked up separately.

3 moves I checked and rejected

These are the obvious-looking jumps. They are here with their reasons rather than quietly dropped, because the ones that fail are worth knowing about. It is one less thing to turn over at night.

  • Bus and coach drivers

    Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “comply with traffic regulations to operate vehicles in a safe and courteous manner”. Across the whole of both lists that adds up to about 28% of the work in that job the software is not taking.

    Why I am not recommending it: It is closer than most, and still not close enough: about 28% of that job's durable work is already yours, against the 35% I want to see before I will call something a route.

    Look at that job’s page anyway →

  • Heavy and large goods vehicle drivers

    Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “check a vehicle's oil, fuel, water, and safety equipment to ensure they are in working order”. Across the whole of both lists that adds up to about 9% of the work in that job the software is not taking.

    Why I am not recommending it: Almost none of it is work you already do: about 9% of the durable side of that job. That is a different job, not a next step.

    Look at that job’s page anyway →

  • Rail travel assistants

    Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “assist passengers with safe boarding and alighting from the vehicle”. Across the whole of both lists that adds up to about 8% of the work in that job the software is not taking.

    Why I am not recommending it: Almost none of it is work you already do: about 8% of the durable side of that job. That is a different job, not a next step. And it is a narrow door: about 23,900 of those jobs against 173,900 of yours (ONS via Nomis), 14% as many seats.

    Look at that job’s page anyway →

What I’d stop worrying about

A friend tells you what not to spend fear on. This is that list.

  • The headline number you read somewhere

    The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 17% of its task weight, across 32 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.

  • The headlines about your trade disappearing

    They are usually about the technology, not the timetable. Changes to work like complying with traffic regulations to operate vehicles in a safe and courteous manner arrive through rules, insurance and money, slowly and visibly. This page tracks the task evidence and will move when it moves.

  • Retraining out of a job that is holding up

    On this evidence I would not spend money leaving. Spend it on the layer around the job instead: the tools, the paperwork, the planning. That is where the change actually is.

  • The “obvious” next job everyone suggests

    I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.

You are reading the United Kingdom figures

The United States splits this work across more than one official group, of which Ambulance Drivers and Attendants, Except Emergency Medical Technicians is the closest. The pay and employment figures are not directly comparable, and we do not average them together.

Switch to the United States page →partial match

The other groups this work is counted across:

In US official statistics this job is counted as Ambulance Drivers and Attendants, Except Emergency Medical Technicians, Driver/Sales Workers, Light Truck Drivers, Shuttle Drivers and Chauffeurs and Taxi Drivers. Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.

Your route through this

Where to go next, and what it costs

Free, and complete

The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.

No Space for this job, but one for what is happening to it

Nothing Collab365 runs is built for taxi / cab drivers / chauffeurs, and we are not going to point you at the nearest one and call it a fit.

There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 17% of the work on this page is already inside what they can do.

Try The AI Authority free →

7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.

The AI Authority is a general community about working with AI, not a course for taxi / cab drivers / chauffeurs. You do not need it to act on anything here: the moves above cost nothing and stand on their own. The data on this page is the same either way.

Noted, and thank you. We’ll email you if a Space for taxi / cab drivers / chauffeurs launches. Nothing else.

That did not look like an email address, so nothing was saved. Have another go below.

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No Space for taxi / cab drivers / chauffeurs yet. Should there be one?

Collab365 Spaces is built by the same people as this site. We find the problems that AI and automation are creating inside one kind of work, then solve them as short courses, briefings and Blueprints. Each Space is the community too, so the research and the people doing your job are in the same place.

What a Space actually is, in full

Collab365 launches new communities where the need is real. If one for taxi / cab drivers / chauffeurs existed, with researched problems, courses and people in the same boat, would you want in?

We use your email address for one thing: to tell you if a Space for taxi / cab drivers / chauffeurs launches. We never sell it, never use it for unrelated marketing, and every email has a one-click unsubscribe. Our privacy policy has the full version.

This unlocks nothing. Every figure, every row and every step on this page is already yours, whether you fill this in or not.

No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.

Questions people ask about this job

Will AI replace Taxi and cab drivers and chauffeurs?
Not as a job, but it is already doing parts of the work. Across the 32 official task statements scored for Taxi and cab drivers and chauffeurs (United Kingdom, SOC 8213), 17% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 22 out of 100 (range 20–26, band: low). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
Which tasks in “Taxi and cab drivers and chauffeurs” can AI already do?
The highest-scoring tasks in release 2026-q4.1 are: “Log vehicle routes” (88/100, very high); “Prepare and submit reports on fuel used or fares received” (88/100, very high); “Analyse travel routes to provide detailed journey information” (75/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
Which tasks in “Taxi and cab drivers and chauffeurs” stay human?
About 70% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Wash and polish exteriors of cars to enhance appearance” (0/100, minimal); “Vacuum and clean interiors of cars” (0/100, minimal); “Report to taxi services or garages to receive vehicle assignments” (0/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.
What should someone working in “Taxi and cab drivers and chauffeurs” do about AI?
Start from the ledger rather than the headline: 17% of this job's weighted core work is exposed, and roughly 70% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.
How is the AI exposure score for Taxi and cab drivers and chauffeurs calculated?
Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 32 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

About the data on this page

  • Provisional, because the ONS revises this figure in the autumn.
  • This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
  • No importance weighting is published for some of these tasks, so they are treated as equally central, which is a simplification rather than a measurement.
  • The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
  • 2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
  • At least one of this occupation's task rows has no published task-relatedness and falls back to the uniform weight: the documented exception path, not an alternative weighting scheme.
  • Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.
Task statements
gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
Task weights
gaisi-index (relatedness-with-uniform)
Scores
Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment
ashe-t14 (ASHE 2025 provisional (reference April 2025))nomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))

Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.

The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.

The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.

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Using these figures?

Cite this

Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.

Plain text

Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).

BibTeX

@misc{collab365futureproof2026q41,
  title        = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
  author       = {{Collab365}},
  year         = {2026},
  url          = {https://futureproof.collab365.com/data/2026-q4.1},
  note         = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}

Permalink

https://futureproof.collab365.com/data/2026-q4.1

Data as of release 2026-q4.1, published . Releases never change after publication; when the figures move, a new dated release is published beside this one and this one stays exactly where it is.