Prompt Engineer

Prompt Engineer does the concentrated work outlined here and you’ll find 20 real tasks to study. The descriptions make it easy to spot what newcomers should learn first. Each one shows where we found it, and comes with an AI prompt you can copy and use straight away.

20evidenced tasks
20ready prompts
8tools of the trade
15-1299.00O*NET-SOC code
435,370hold this job (US, BLS 2025)
$116,580median pay/yr (US)
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What it pays

Government survey numbers — not estimates, not ads.

Half of all Computer Occupations, All Other in the U.S. earn more than $116,580 a year — the middle 80% land between $55,940 and $188,470. About 435,370 people in the U.S. do this work. Figures are for the U.S. occupation group “Computer Occupations, All Other”. (U.S. Bureau of Labor Statistics survey, published 2025.) In India, Professionals earn about ₹38,298 a month on average — around ₹4.6 lakh a year (government PLFS survey via ILOSTAT, occupation-family figure).
$116,580typical pay / year
435,370people in this work
$188,470+top 10% earn
₹4.6 lakha year in India (family avg)
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The work, task by task

These are the real jobs-to-be-done, not a wish list. Each task shows where we found it, and the prompt underneath is written for that exact task.

Analysing1

Configure hardware and software

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Configure the lab rack for the demo environment: verify firmware on the routers, apply the standard VLAN and…
Configure the lab rack for the demo environment: verify firmware on the routers, apply the standard VLAN and access-control policies, run the connectivity and performance tests, and log the configuration changes to the inventory before the customer walkthrough on Thursday.
The tools that do the workCiscoLinuxESCOjob descriptions
The daily work19

Implement software solutions

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Deliver the integration package that connects the new feature to our deployment pipeline, run the acceptance…
Deliver the integration package that connects the new feature to our deployment pipeline, run the acceptance tests to the quality checklist, log failures, and notify the application owners with remediation steps before the Friday release window.
The tools that do the workVMwarejob descriptions

Design system architecture

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Produce the system architecture diagram for the recommendation service showing data flows, component…
Produce the system architecture diagram for the recommendation service showing data flows, component responsibilities, and failure modes, then circulate it to SRE and Data Engineering for feedback before the Tuesday design review.
The tools that do the workLinuxjob descriptions

Monitor network activity

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Collect and summarise the last 48 hours of network activity, flag anomalous spikes against baseline…
Collect and summarise the last 48 hours of network activity, flag anomalous spikes against baseline thresholds, export the incident list, and send the summary with recommended containment steps to Security and the on-call lead within two hours.
The tools that do the workCiscojob descriptions

Provide technical support

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Resolve the ticket from Marketing about the broken prompt pipeline: reproduce the error, attach the failing…
Resolve the ticket from Marketing about the broken prompt pipeline: reproduce the error, attach the failing logs, apply the temporary workaround that preserves data, and update the ticket owner and the escalation manager with ETA for a permanent fix.
The tools that do the workJIRAjob descriptions

Analyze system performance

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Run the performance benchmarks for the inference cluster, compare latency and throughput against the SLA,…
Run the performance benchmarks for the inference cluster, compare latency and throughput against the SLA, document any regressions with trace samples, and share the report with Performance Engineering and Product by end of day.
The tools that do the workSQL Serverjob descriptions

Collaborate with cross-functional teams

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Prepare the cross-functional kickoff packet for the prompt optimisation project including goals, success…
Prepare the cross-functional kickoff packet for the prompt optimisation project including goals, success metrics, test plan, and owners, then book the workshop with Product, UX, and Legal for next Wednesday and attach the packet.
The tools that do the workMicrosoft Officejob descriptions

Hardware testing methods

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Draft and send a concise hardware testing plan to QA lead Hannah that lists the measurement instruments, test…
Draft and send a concise hardware testing plan to QA lead Hannah that lists the measurement instruments, test procedures tied to the assembly drawings, pass/fail criteria aligned to our quality standards, required data logs, and a two-day window for lab testing starting Monday.
The tools that do the workLinuxESCOsee the evidence ↗

Manage database systems

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Review the production database health reports, run the integrity checks on the customer and billing schemas,…
Review the production database health reports, run the integrity checks on the customer and billing schemas, escalate any failures to Claire in Ops with timestamps and suggested fixes by Thursday noon, and log results in the change register.
The tools that do the workSQL Serverjob descriptions

Test new software applications

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Execute the planned application test cases against the payment gateway build, record pass/fail with…
Execute the planned application test cases against the payment gateway build, record pass/fail with screenshots and performance numbers, send a consolidated results email to QA lead Marco and to Product by end of day, and open defects for any blocking issues.
The tools that do the workJIRALinuxjob descriptions

Update system software

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Apply the scheduled security patches to the staging servers, verify boot and service status, run a smoke test…
Apply the scheduled security patches to the staging servers, verify boot and service status, run a smoke test against the API endpoints, notify Infrastructure and Security if anything fails, and update the patch log with version and rollback steps.
The tools that do the workLinuxjob descriptions

Document technical procedures

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Draft the step-by-step runbook for onboarding a new NLP model: input data prep, deployment commands,…
Draft the step-by-step runbook for onboarding a new NLP model: input data prep, deployment commands, monitoring checks, expected outputs and rollback instructions, then circulate to DevOps and Documentation for review by Wednesday.
The tools that do the workMicrosoft Officejob descriptions

Evaluate new technologies

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Compare three vendor whitepapers and the lab bench results for the inference accelerator, summarise…
Compare three vendor whitepapers and the lab bench results for the inference accelerator, summarise throughput, latency, power consumption and integration risk, and present recommendations to CTO and Hardware by Friday afternoon.
The tools that do the workCiscojob descriptions

Coordinate with vendors

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Prepare the quarterly vendor packet: include compliance checks, recent test reports, outstanding issues, and…
Prepare the quarterly vendor packet: include compliance checks, recent test reports, outstanding issues, and a clear list of required deliverables; send to procurement lead Priya and the vendor account manager with a request for updated timelines within three business days.
The tools that do the workMicrosoft Officejob descriptions

Test the hardware reliability and conformance to specifications

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Run the hardware reliability campaign on the new inference racks: execute the burn-in sequence, log voltages,…
Run the hardware reliability campaign on the new inference racks: execute the burn-in sequence, log voltages, temperatures, and error rates against the spec sheet, stop any unit that exceeds thresholds, and prepare a pass/fail report for engineering by Friday.
The tools that do the workLinuxESCO

Quality standards

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Review the quality acceptance criteria for the model deployment pipeline, compare current test metrics to the…
Review the quality acceptance criteria for the model deployment pipeline, compare current test metrics to the published quality standard, flag any gaps with severity, and schedule a cross-team review with Product and Ops next Wednesday.
The tools that do the workJIRAESCOsee the evidence ↗

Communicate test results to other departments

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Compile this week’s test results from the inference cluster, summarise failure modes, affected builds, and…
Compile this week’s test results from the inference cluster, summarise failure modes, affected builds, and recommended mitigations, then send the summary and a one-page action list to Dev, Ops, and Product by end of day Tuesday.
The tools that do the workMicrosoft OfficeESCOsee the evidence ↗

Use measurement instruments

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Carry out the calibrated measurements on the new accelerator board: record power draw, clock stability, and…
Carry out the calibrated measurements on the new accelerator board: record power draw, clock stability, and thermal gradients with the bench instruments, verify readings against the calibration certificates, and upload raw logs and a compliance note to test records.
The tools that do the workWindowsESCOsee the evidence ↗

Read standard blueprints

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Inspect the standard blueprint for the server chassis installation, confirm mounting hole pattern,…
Inspect the standard blueprint for the server chassis installation, confirm mounting hole pattern, clearances, and cable routing meet the facility floorplan, mark any mismatches and notify Facilities and Mechanical by close of business.
The tools that do the workOracleESCOsee the evidence ↗

Read assembly drawings

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Walk the assembly drawing for the new pod, verify component orientation, torque specs, and connector pinouts…
Walk the assembly drawing for the new pod, verify component orientation, torque specs, and connector pinouts match the bill of materials, list any deviations and deliver the annotated drawing to Assembly and Quality leads tomorrow morning.
The tools that do the workSQL ServerESCOsee the evidence ↗

Says who?

These are the pages we read to build this. Open any of them and check us.

Activities this job lives in

The human activities behind the tasks — each with its honest AI ceiling.

The logs, files & records this job keeps

Shared with other careers — the same record means something different in each.

Related careers

Same family of work — each with its own tasks and prompts.

The LLOS Work Atlas is the world's largest evidenced task library — a map of human work, with a ready prompt behind every task. 1,774 careers · every task named by the sources that witnessed it — O*NET, ESCO, real job descriptions, Wikipedia — and the deepest tasks by several at once. And it is honest about limits: where AI cannot help, the map says so.

The rest of the map

Same library, five ways in.

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Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses