Read work orders or descriptions of problems to determine repairs or modifications needed
Most of the output can be produced by software today.
An agent can find, read and summarise the sources this work depends on, and it can cover far more of them than a person would ever open. What it does not do is decide which sources deserve trust, or what the findings mean for your situation.
| How automatable | Mostly automatable |
|---|---|
| Kind of work | Research and retrieval work |
| Jobs that do it | 11 occupations |
| Tool categories that apply | Web, data and docs, Generalist agents |
| O*NET activity | Getting Information (4.A.1.a.1) |
What this looks like on the job
Not our paraphrase. These are real task statements recorded against this activity, spread across the 11 occupations that perform it.
- Read work orders, blueprints, plans, datasheets or site drawings to determine work to be done.
- Inspect and test equipment to locate damage or worn parts and diagnose malfunctions, or read work orders or schematic drawings to determine required repairs.
- Examine work orders and converse with equipment operators to detect equipment problems and to ascertain whether mechanical or human errors contributed to the problems.
- Read and interpret pilots' descriptions of problems to diagnose causes.
- Review damage reports, prepare or review repair cost estimates, and plan work to be performed.
- Review work orders and discuss work with supervisors.
- Examine and listen to equipment, read inspection reports, and confer with customers to locate and diagnose malfunctions.
- Confer with customers, read work orders, or examine vehicles needing repair to determine the nature and extent of damage.
- Talk to customers or refer to work orders to establish the nature of appliance malfunctions.
- Read work orders and specifications to determine machines and equipment requiring repair or maintenance.
- Confer with customers or read work orders to determine the nature and extent of damage to units.
- Read specifications or confer with customers to determine the desired custom modifications for altering the appearance of vehicles.
What we would actually use
One recommendation rather than a shortlist, because a shortlist is just your problem handed back. This is what we would buy for research and retrieval work, and what it costs.
Research is the one shape of work that needs no integration at all, so a single $20 assistant with browsing is the whole stack. Add a crawler only once you are pulling hundreds of pages on a schedule rather than reading a few.
Chosen for the cheapest thing that does the job, not the best funded. Nothing on this site is sponsored, and the full landscape is there when you want to disagree with us.
The rest of the category
Context, not alternatives to weigh up. We name the layer rather than promise a named product does your specific task.
Generalist agents
Matched from the kind of work, not from vendor marketing. Check any of them can reach the system your records actually live in — that connection, not the model, is where these projects stall.
How people actually do it
No workflow names this activity yet, but these automate the same kind of work, with the prompts to paste and what to keep for yourself.
Who does this work
11 occupations in the O*NET database perform this activity. Each one has a full breakdown of its other tasks.
- Aircraft Mechanics and Service Technicians
- Automotive Body and Related Repairers
- Automotive Service Technicians and Mechanics
- Electric Motor, Power Tool, and Related Repairers
- Electrical and Electronics Repairers, Commercial and Industrial Equipment
- Farm Equipment Mechanics and Service Technicians
- Home Appliance Repairers
- Maintenance Workers, Machinery
- Manufactured Building and Mobile Home Installers
- Radio, Cellular, and Tower Equipment Installers and Repairers
- Recreational Vehicle Service Technicians
Work that goes with it
O*NET groups these under “Read documents or materials to inform work processes”. In practice they tend to be done by the same person, in the same sitting.
Method. The activity, its taxonomy placement and the occupations that perform it come straight from the public-domain O*NET 30.3 database. The automatability band is ours: we map each of O*NET’s 41 generalized work activities to how much of its output current software can produce, assuming a person still reviews and owns the result. It is a coarse three-way judgment on purpose. A precise-looking percentage here would be invented.