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How an automotive body / related repairer can use AI, task by task

O*NET 49-3021.00: Automotive Body and Related Repairers25 tasksJob Zone 2: Some preparation

Repair and refinish automotive vehicle bodies and straighten vehicle frames.

Type your own title and every prompt on this page updates to match. Also called: Auto Body Man, Auto Body Repair Technician (Auto Body Repair Tech), Auto Body Repairman, Automotive Body Technician (Auto Body Tech), Body Man, Body Technician (Body Tech), Collision Repair Technician (Collision Repair Tech), Collision Technician (Collision Tech), Frame Man, Refinish Technician (Refinish Tech).

Where AI fits in this job

AI-ready 0%AI-assist 13%Stays human 87%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 0 AI-ready, 3 AI-assist and 22 human-led tasks out of 25. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

  1. Follow supervisors' instructions as to which parts to restore or replace and how much time the job should take.Coordinate & message · Daily
  2. Review damage reports, prepare or review repair cost estimates, and plan work to be performed.Read & digest · Daily
  3. Read specifications or confer with customers to determine the desired custom modifications for altering the appearance of vehicles.Prepare to ask · Weekly

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

  1. File, grind, sand, and smooth filled or repaired surfaces, using power tools and hand tools.Hands-on work · Several times a day
  2. Inspect repaired vehicles for proper functioning, completion of work, dimensional accuracy, and overall appearance of paint job, and test-drive vehicles to ensure proper alignment and handling.Watch & inspect · Daily
  3. Sand body areas to be painted and cover bumpers, windows, and trim with masking tape or paper to protect them from the paint.Hands-on work · Daily

Skills to build & where you could move ↓

AI can draft these 0

AI produces a usable first pass. You review it, fix it and own it.

None of this job's tasks are here.

AI can help you prep these 3

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Follow supervisors' instructions as to which parts to restore or replace and how much time the job should take.

Daily

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as an automotive body / related repairer. Part of my job is to follow supervisors' instructions as to which parts to restore or replace and how much time the job should take.

Instructions: [what I was told]
Task: [describe]

Write back a summary and questions to confirm I've understood. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Clarify instructions

Step 1Pick a real example: the next time you follow supervisors' instructions (today).
Step 2Fill in [Instructions] and [Task] with the real details, then run the prompt.
Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 4.3/5 · core task · O*NET work activity: Receive information or instructions for performing work assignments..

Review damage reports, prepare or review repair cost estimates, and plan work to be performed.

Daily

AI gives you a first-pass summary; you still read the key parts.

Show prompt & steps

AI can pull out the key points and questions to look for. Use it as a first pass, then look closely yourself.

Ready-to-use prompt

I work as an automotive body / related repairer. Part of my job is to review damage reports, prepare or review repair cost estimates, and plan work to be performed.

Context: We use Collision damage estimation software and Collision damage measurement software; the work draws on mechanical, production and processing and mathematics.
Problem description: [paste the work order or complaint]
Equipment: [make, model, age, history]

List the most likely repairs or modifications needed, in order of likelihood, with the checks to confirm each. Note parts to have on hand and safety precautions.

10-minute exercise: Diagnose from the work order

Step 1Pick a real example: the next time you review damage reports (today).
Step 2Paste only the original complaint into [Problem description] and fill in [Equipment].
Step 3Did it reach the repair you actually did? That shows how much to trust it on new orders.

Remove names and private details before pasting, and check your employer's rules on what you can share with AI tools.

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 4.1/5 · core task · O*NET work activity: Read work orders or descriptions of problems to determine repairs or modifications needed.. Also involves: Plan work procedures..

Read specifications or confer with customers to determine the desired custom modifications for altering the appearance of vehicles.

Weekly

AI helps you prepare questions; the listening is yours.

Show prompt & steps

Use AI to prepare better questions and to organize your notes afterward. Listening to the person in front of you is yours.

Ready-to-use prompt

I work as an automotive body / related repairer. Part of my job is to read specifications or confer with customers to determine the desired custom modifications for altering the appearance of vehicles.

Context: The work draws on mechanical, production and processing and mathematics.
Equipment or system: [describe]
Customer's complaint: [describe]

Write questions to pin down the problem. Order the questions sensibly, add follow-ups for vague answers, and give me a note-taking template.

10-minute exercise: Problem diagnosis questions

Step 1Pick a real example: the next time you read specifications (this week). Leave out names and identifying details.
Step 2Fill in [Equipment or system] and [Customer's complaint] with the real details, then run the prompt.
Step 3Use the answers to pick your first test.

Don't record people or paste their answers into AI without consent and your employer's approval.

Importance 3.7/5 · O*NET work activity: Confer with customers or users to assess problems.. Also involves: Read work orders or descriptions of problems to determine repairs or modifications needed..

These stay human 22

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Using hands on tools and objects: continually or almost continually · Hazardous conditions: once a week or more but not every day · Face-to-face discussions: once a week or more but not every day · Standing: more than half the time

File, grind, sand, and smooth filled or repaired surfaces, using power tools and hand tools.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to file, grind, sand, and smooth filled or repaired surfaces, using power tools and hand tools.

Context: The work draws on mechanical, production and processing and mathematics.
Surface: [commutator, filled area]
Specs: [finish]

List tools and steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Smoothing surfaces

Step 1Pick a real example: the next time you file, grind, sand, and smooth filled or repaired surfaces.
Step 2Fill in [Surface] and [Specs] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.5/5 · core task · O*NET work activity: Smooth surfaces of objects or equipment..

Inspect repaired vehicles for proper functioning, completion of work, dimensional accuracy, and overall appearance of paint job, and test-drive vehicles to ensure proper alignment and handling.

Daily

Needs your eyes on site. AI can build the checklist and the report.

Show prep prompt & steps

Where AI still helps: AI can build your inspection checklists, explain standards and turn your notes and photos into clean reports.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to inspect repaired vehicles for proper functioning, completion of work, dimensional accuracy, and overall appearance of paint job, and test-drive vehicles to ensure proper alignment and handling.

Context: The work draws on mechanical, production and processing and mathematics.
Work: [installation, repair]
Tests: [measurements, function checks]

Make a completion checklist and sign-off record. Group it by area, say what 'good' and 'bad' look like for each item, and add a short template for writing up what I find.

10-minute exercise: Completed work test

Step 1Pick a real example: the next time you inspect repaired vehicles (today).
Step 2Fill in [Work] and [Tests] with the real details, then run the prompt.
Step 3Take it with you next time, tick it alongside your usual routine, and add anything it missed.

Importance 4.5/5 · core task · O*NET work activity: Inspect completed work to ensure proper functioning..

Sand body areas to be painted and cover bumpers, windows, and trim with masking tape or paper to protect them from the paint.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to sand body areas to be painted and cover bumpers, windows, and trim with masking tape or paper to protect them from the paint.

Context: The work draws on mechanical, production and processing and mathematics.
Task: [haircut, laminate, finishing]
What to protect: [client, surfaces]

List coverings and steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Protective covering routine

Step 1Pick a real example: the next time you sand body areas (today).
Step 2Fill in [Task] and [What to protect] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.3/5 · core task · O*NET work activity: Apply protective coverings to objects or surfaces near work areas.. Also involves: Smooth surfaces of objects or equipment..

Prime and paint repaired surfaces, using paint sprayguns and motorized sanders.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to prime and paint repaired surfaces, using paint sprayguns and motorized sanders.

Context: The work draws on mechanical, production and processing and mathematics.
Surface: [aircraft, vehicle, equipment]
Coating system: [primer, paint]

List surface prep, mixing, application and curing steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Paint job prep

Step 1Pick a real example: the next time you prime and paint repaired surfaces (today).
Step 2Fill in [Surface] and [Coating system] with the real details, then run the prompt.
Step 3Check the technical data sheet for mix ratios and cure times.

Importance 4.4/5 · core task · O*NET work activity: Paint surfaces or equipment..

Fit and weld replacement parts into place, using wrenches and welding equipment, and grind down welds to smooth them, using power grinders and other tools.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to fit and weld replacement parts into place, using wrenches and welding equipment, and grind down welds to smooth them, using power grinders and other tools.

Context: The work draws on mechanical, production and processing and mathematics.
Repair: [part replacement, structure]
Equipment: [welder, grinder]

List fit-up, welding and finishing steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Welding repair prep

Step 1Pick a real example: the next time you fit and weld replacement parts (today).
Step 2Fill in [Repair] and [Equipment] with the real details, then run the prompt.
Step 3Inspect the weld before returning to service.

Importance 4.5/5 · core task · O*NET work activity: Operate welding equipment.. Also involves: Install vehicle parts or accessories.; Smooth surfaces of objects or equipment..

Position dolly blocks against surfaces of dented areas and beat opposite surfaces to remove dents, using hammers.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to position dolly blocks against surfaces of dented areas and beat opposite surfaces to remove dents, using hammers.

Context: The work draws on mechanical, production and processing and mathematics.
Item: [panel, tool]
Dent: [size, location]

List technique and tools. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Dent removal

Step 1Pick a real example: the next time you position dolly blocks (today).
Step 2Fill in [Item] and [Dent] with the real details, then run the prompt.
Step 3Check the surface with your hand and light.

Importance 4.2/5 · core task · O*NET work activity: Remove dents from equipment, materials, tools or structures..

Remove upholstery, accessories, electrical window-and-seat-operating equipment, and trim to gain access to vehicle bodies and fenders.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to remove upholstery, accessories, electrical window-and-seat-operating equipment, and trim to gain access to vehicle bodies and fenders.

Context: The work draws on mechanical, production and processing and mathematics.
Vehicle: [make, model, year]
What comes out: [seats, trim, carpet, door panels]

List removal order, fasteners and clips to watch for, how to label and store parts, and battery or airbag precautions.

10-minute exercise: Vehicle strip-out plan

Step 1Pick a real example: the next time you remove upholstery, accessories and electrical window-and-seat-operating equipment (today).
Step 2Fill in [Vehicle] and [What comes out] with the real details, then run the prompt.
Step 3Photograph each stage and check airbag disable steps in the service manual.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.1/5 · core task · O*NET work activity: Remove parts or components from vehicles.. Also involves: Cut materials according to specifications or needs..

Mix polyester resins and hardeners to be used in restoring damaged areas.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to mix polyester resins and hardeners to be used in restoring damaged areas.

Context: The work draws on mechanical, production and processing and mathematics.
Repair: [body filler, fibreglass, resin]
Product: [brand, mix ratio on the label]
Conditions: [temperature, humidity]

Make me a mixing checklist: ratio, batch size for the area, working time, safety gear, and signs of a bad mix.

10-minute exercise: Repair compound mix

Step 1Pick a real example: the next time you mix polyester resins and hardeners (today).
Step 2Before your next repair, fill in [Repair], [Product] and [Conditions].
Step 3Mix a small test batch and note how it cured.

Importance 4.1/5 · core task · O*NET work activity: Prepare compounds or solutions to be used for repairs..

Fill small dents that cannot be worked out with plastic or solder.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to fill small dents that cannot be worked out with plastic or solder.

Context: The work draws on mechanical, production and processing and mathematics.
Item: [panel, tool]
Dent: [size, location]

List technique and tools. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Dent removal

Step 1Pick a real example: the next time you fill small dents (today).
Step 2Fill in [Item] and [Dent] with the real details, then run the prompt.
Step 3Check the surface with your hand and light.

Importance 4.1/5 · core task · O*NET work activity: Remove dents from equipment, materials, tools or structures..

Remove small pits and dimples in body metal, using pick hammers and punches.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to remove small pits and dimples in body metal, using pick hammers and punches.

Context: The work draws on mechanical, production and processing and mathematics.
Item: [panel, tool]
Dent: [size, location]

List technique and tools. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Dent removal

Step 1Pick a real example: the next time you remove small pits and dimples (today).
Step 2Fill in [Item] and [Dent] with the real details, then run the prompt.
Step 3Check the surface with your hand and light.

Importance 4.1/5 · core task · O*NET work activity: Remove dents from equipment, materials, tools or structures..

Remove damaged sections of vehicles using metal-cutting guns, air grinders and wrenches, and install replacement parts using wrenches or welding equipment.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to remove damaged sections of vehicles using metal-cutting guns, air grinders and wrenches, and install replacement parts using wrenches or welding equipment.

Context: The work draws on mechanical, production and processing and mathematics.
Equipment: [meter, avionics, machine]
Part: [describe]

List removal, install and test steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Replacement part install

Step 1Pick a real example: the next time you remove damaged sections of vehicles (this week).
Step 2Fill in [Equipment] and [Part] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.1/5 · core task · O*NET work activity: Install machine or equipment replacement parts.. Also involves: Disassemble equipment for maintenance or repair..

Cut and tape plastic separating film to outside repair areas to avoid damaging surrounding surfaces during repair procedure and remove tape and wash surfaces after repairs are complete.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to cut and tape plastic separating film to outside repair areas to avoid damaging surrounding surfaces during repair procedure and remove tape and wash surfaces after repairs are complete.

Context: The work draws on mechanical, production and processing and mathematics.
Task: [haircut, laminate, finishing]
What to protect: [client, surfaces]

List coverings and steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Protective covering routine

Step 1Pick a real example: the next time you cut and tape plastic separating film (today).
Step 2Fill in [Task] and [What to protect] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.2/5 · core task · O*NET work activity: Apply protective coverings to objects or surfaces near work areas.. Also involves: Cut materials according to specifications or needs..

Clean work areas, using air hoses, to remove damaged material and discarded fiberglass strips used in repair procedures.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to clean work areas, using air hoses, to remove damaged material and discarded fiberglass strips used in repair procedures.

Context: The work draws on mechanical, production and processing and mathematics.
Area: [booth, prep room, workspace]
Requirements: [standards, hazards]

Make an end-of-shift checklist. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Work area cleaning checklist

Step 1Pick a real example: the next time you clean work areas (today).
Step 2Fill in [Area] and [Requirements] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.9/5 · core task · O*NET work activity: Clean work areas..

Adjust or align headlights, wheels, and brake systems.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to adjust or align headlights, wheels, and brake systems.

Context: The work draws on mechanical, production and processing and mathematics.
Vehicle: [make, model]
System: [alignment, brakes, engine]

List adjustment steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Vehicle adjustment

Step 1Pick a real example: the next time you adjust or align headlights, wheels and brake systems (this week).
Step 2Fill in [Vehicle] and [System] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.0/5 · core task · O*NET work activity: Adjust vehicle components according to specifications..

Fit and secure windows, vinyl roofs, and metal trim to vehicle bodies, using caulking guns, adhesive brushes, and mallets.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to fit and secure windows, vinyl roofs, and metal trim to vehicle bodies, using caulking guns, adhesive brushes, and mallets.

Context: The work draws on mechanical, production and processing and mathematics.
Vehicle: [make, model]
Part: [window, trim, fuel system part]

List installation steps and checks. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Vehicle accessory install

Step 1Pick a real example: the next time you fit and secure windows, vinyl roofs and metal trim (this week).
Step 2Fill in [Vehicle] and [Part] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.1/5 · core task · O*NET work activity: Install vehicle parts or accessories..

Apply heat to plastic panels, using hot-air welding guns or immersion in hot water, and press the softened panels back into shape by hand.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to apply heat to plastic panels, using hot-air welding guns or immersion in hot water, and press the softened panels back into shape by hand.

Context: The work draws on mechanical, production and processing and mathematics.
Material: [plastic, metal]
Process: [preheat, form]

List temperatures and steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Heating workpieces

Step 1Pick a real example: the next time you apply heat (this week).
Step 2Fill in [Material] and [Process] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.9/5 · core task · O*NET work activity: Heat material or workpieces to prepare for or complete production..

Remove damaged panels, and identify the family and properties of the plastic used on a vehicle.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to remove damaged panels, and identify the family and properties of the plastic used on a vehicle.

Context: The work draws on mechanical, production and processing and mathematics.
Vehicle: [make, model, year]
What comes out: [seats, trim, carpet, door panels]

List removal order, fasteners and clips to watch for, how to label and store parts, and battery or airbag precautions.

10-minute exercise: Vehicle strip-out plan

Step 1Pick a real example: the next time you remove damaged panels (this week).
Step 2Fill in [Vehicle] and [What comes out] with the real details, then run the prompt.
Step 3Photograph each stage and check airbag disable steps in the service manual.

Importance 3.9/5 · core task · O*NET work activity: Remove parts or components from vehicles..

Chain or clamp frames and sections to alignment machines that use hydraulic pressure to align damaged components.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to chain or clamp frames and sections to alignment machines that use hydraulic pressure to align damaged components.

Context: The work draws on mechanical, production and processing and mathematics.
Workpiece: [frame, part, panel]
Fixture: [clamps, jigs]

List mounting and alignment steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Workpiece set-up

Step 1Pick a real example: the next time you chain or clamp frames and sections (this week).
Step 2Fill in [Workpiece] and [Fixture] with the real details, then run the prompt.
Step 3Check the piece is secure before starting.

Importance 4.2/5 · core task · O*NET work activity: Mount materials or workpieces onto production equipment..

Replace damaged glass on vehicles.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to replace damaged glass on vehicles.

Context: The work draws on mechanical, production and processing and mathematics.
Vehicle: [make, model]
Glass: [type]

List removal, pinchweld prep, urethane and cure steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Windshield replacement

Step 1Pick a real example: the next time you replace damaged glass (this week).
Step 2Fill in [Vehicle] and [Glass] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.9/5 · core task · O*NET work activity: Replace vehicle glass..

Soak fiberglass matting in resin mixtures and apply layers of matting over repair areas to specified thicknesses.

Monthly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to soak fiberglass matting in resin mixtures and apply layers of matting over repair areas to specified thicknesses.

Context: The work draws on mechanical, production and processing and mathematics.
Repair: [body filler, fibreglass, resin]
Product: [brand, mix ratio on the label]
Conditions: [temperature, humidity]

Make me a mixing checklist: ratio, batch size for the area, working time, safety gear, and signs of a bad mix.

10-minute exercise: Repair compound mix

Step 1Pick a real example: the next time you soak fiberglass.
Step 2Before your next repair, fill in [Repair], [Product] and [Conditions].
Step 3Mix a small test batch and note how it cured.

Importance 3.6/5 · core task · O*NET work activity: Prepare compounds or solutions to be used for repairs..

Cut openings in vehicle bodies for the installation of customized windows, using templates and power shears or chisels.

Monthly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to cut openings in vehicle bodies for the installation of customized windows, using templates and power shears or chisels.

Context: The work draws on mechanical, production and processing and mathematics.
Material: [body section, panel]
Template: [describe]

List measuring and cutting steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Cutting to spec

Step 1Pick a real example: the next time you cut openings.
Step 2Fill in [Material] and [Template] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.4/5 · O*NET work activity: Cut materials according to specifications or needs..

Measure and mark vinyl material and cut material to size for roof installation, using rules, straightedges, and hand shears.

Monthly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as an automotive body / related repairer. Part of my job is to measure and mark vinyl material and cut material to size for roof installation, using rules, straightedges, and hand shears.

Context: The work draws on mechanical, production and processing and mathematics.
Job: [installation, cutting]
Reference points: [landmarks]

List measuring steps and double-checks. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Distance and layout measuring

Step 1Pick a real example: the next time you measure and mark vinyl material.
Step 2Fill in [Job] and [Reference points] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.4/5 · O*NET work activity: Measure distances or dimensions.. Also involves: Cut materials according to specifications or needs..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

  • Critical Thinkingimportance 3.0/5
    Used in: Inspecting Equipment, Structures, or Materials
  • Troubleshootingimportance 3.1/5
    Used in: Inspecting Equipment, Structures, or Materials
  • Operations Monitoringimportance 3.0/5
    Used in: Inspecting Equipment, Structures, or Materials
  • Quality Control Analysisimportance 3.0/5
    Used in: Inspecting Equipment, Structures, or Materials

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Active Listeningimportance 3.0/5
    Used in: Communicating with Supervisors, Peers, or Subordinates
  • Speakingimportance 3.0/5
    Used in: Communicating with Supervisors, Peers, or Subordinates
  • Reading Comprehensionimportance 2.9/5
    Used in: Getting Information

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

Getting into this job

High school diploma is most common (42% of workers)

  • High school or less 65%
  • Certificate or some college 35%
  • On-the-job training: up to 1 month
  • Related experience: up to 1 month

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

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