Is this a job for AI?
An AI tool is good at staff work that starts with a document and ends with a document, bad at the jobs below, and testable with three questions for anything else.

Where it earns its keep
ChatGPT, Gemini, Grok and Claude are language tools for staff work. The jobs they are best at are the ones that already have a document at the start and a document at the end.
- Instructions into checklistsA NAVADMIN, an OPNAVINST or the inspection checklist goes in; the actions your team must take come out, with the paragraph for each.
- Packages from last year's packageNAMs and NCMs, evals and FITREP inputs, 1650s: give it the approved one from last year and this year's facts.
- Briefs and read-aheadsThree source documents and a format go in; a one-page read-ahead for the CO comes out, ready to check.
- Notes into taskersForty minutes of staff meeting notes become a tasker table: task, owner, due date, and the line in the notes it came from.
Jobs by role
| If you are… | Reach for it when | A first job to try |
|---|---|---|
| Watch team or ops | A long instruction needs to become the twelve things your team has to do | "List every action the watch team must take, with the paragraph number" |
| Admin, N1, personnel | The same package comes round every quarter | This quarter's award citations from the bios, in last year's approved format |
| Training petty officer | A qualification standard needs a plan, slides and a quiz | A 12-week plan as a table, with the standard's paragraph beside each week |
| Department head or XO | Eleven SOPs from four departments need one shape | An agent that rewrites any SOP as numbered steps, one action per step |
| METOC / weather | Products go out all day and the CO wants the numbers | A statistics block from today's product log, totals shown for you to recompute |
| PAO, protocol, events | A ceremony needs a flyer, a program and a seating plan that agree | Flyer and program text from one details sheet; every name and rank matched |
Where it fails
This is the full list. Every row has a fix in Every limit has a workaround, and none of them means "not for me".
| Failure | What it looks like | What to do |
|---|---|---|
| It doesn't know your command | Confident answers about your instruction, roster or last week's message when nothing was attached | Attach the source; it is a language processor, not a knowledge store |
| It invents references | An instruction number or citation in the right format that does not exist or does not say that | Make it quote the sentence and paragraph; a second chat checks each citation against the file |
| It doesn't do arithmetic | Watchbill counts, per-diem, days between dates that look right and were never computed | Make it write the formula or use a tool that computes (Grok's skills, Excel, PowerShell); the model plans the sum, the tool does it |
| Its knowledge has a cut-off date | It does not know this year's policy change unless you give it | Attach the current version, or keep it in a project or helper so every chat has it |
| Long files are read unevenly | A fact on page 60 of 100 gets missed | Attach the section, not the binder, or ask about that section by name |
| It drifts in long chats | It keeps returning to a version you rejected | Start a fresh chat with only the source and the request that still matter |
| A document can steer it | Text inside an uploaded file that reads like an instruction gets followed | Treat outside documents as untrusted; a person reviews before anything acts on the output |
| It takes only what is allowed | A public tool should never see controlled or classified material, PII or PHI; a work account may allow more, per your organization's rules | If a file would be a problem on the share drive, it is a problem here |
The three-question test
Run this on any task before you open the tool.
- Do I have the source? (the instruction, the old package, the notes)
- Can I check the output? (against that source, or with a calculator)
- Is the data allowed? (nothing controlled, classified, or personal in a public tool; within your organization's rules for a work account)
Three yeses and it is a job for AI. One no and it is not, yet: find the source, plan the check, or take the prohibited columns out first.