An agent setup recipe
Tailor a CV using only your real experience
Map one job description to your confirmed experience and draft a small, traceable set of CV edits.
From
You get
What you will get
A requirement-to-evidence map, proposed edits and unsupported gaps
Illustrative example · fictional input
- Example input
- A fictional office assistant has relevant records and email experience, but no SQL, leadership or measured savings.
- Example result
- Illustrative result, not a recorded agent run: Emphasize maintaining booking records and checking required details before updates. Keep SQL as a desirable requirement with no supplied evidence. Do not add leadership, a savings percentage or a claim of database expertise.
Confirm every date, skill, contribution and result is true and safe to share. Check the final document and decide whether and how to apply; no application is submitted by the assistant.
What you need
One assistant owns the comparison and result. Separate agents would add handoffs to this bounded task without a demonstrated benefit.
- A ChatGPT account with Work available on the web. Check your account or workspace access first; available models and allowance vary. Use the default model available to you. Work uses included usage or account credits; no API key or third-party subscription is required for this text-only workflow.
- A browser and text you are allowed to share with the service. Remove unnecessary private details. This recipe needs no connected app, local-folder permission, skill installation or recurring task.
- One human owner who can check the sources and make decisions. One job description with a source ID and date; Your base CV and confirmed examples of work, study or volunteering; Your preferred language and format limits, with any facts that need checking.
- Keep a master CV or a few versions for the job families you target, then choose relevant points manually. Some applicants report satisfactory results with little tailoring. Avoid spending effort on a full rewrite when a small truthful edit is enough.
Set it up
- Open chatgpt.com and sign in. Confirm Work is available, then select Work and start a new chat. Check your remaining usage before a large packet. Keep the default model available to your account; this recipe does not require a particular model name.
- Use one conversation for this responsibility. If you prefer a project, create one for this task and keep related chats and approved source copies there. A web project does not automatically read a folder on your computer. Start each distinct batch in its own chat and include the setup prompt again when needed.
- Choose the setting below. Optionally add your working rules. Copy the complete setup prompt into the chat as the first message. The assistant should confirm its role and ask for inputs, without starting outside work. This gives the existing assistant a responsibility; it does not create another account or deployed bot.
- Prepare a small packet: One job description with a source ID and date; Your base CV and confirmed examples of work, study or volunteering; Your preferred language and format limits, with any facts that need checking. Label every source and include dates, versions and unknown fields. Paste accessible text. Ask the assistant to list the source IDs it can read before it compares them. No plugin or app connection is needed.
- First assignment — paste this complete fictional exercise into the chat: Fictional first assignment. Job J1 seeks accurate spreadsheet records and customer email communication; SQL is desirable. CV C1: Noor, office assistant, 2024–2026, maintained a shared booking spreadsheet and answered room-request emails. Extra fact E1: Noor checked missing dates and headcounts before updating records. Noor has no SQL experience and no measured time-saving result. The work was performed under a manager’s approval; Noor did not manage a team. Propose a few relevant edits. Keep all facts truthful and leave SQL unclaimed.
- Compare the response with the review checks below. The following is an illustrative expected direction, not a tested result: Emphasize maintaining booking records and checking required details before updates. Keep SQL as a desirable requirement with no supplied evidence. Do not add leadership, a savings percentage or a claim of database expertise.
- For real work, provide a fresh packet and explicitly start one batch. Confirm every date, skill, contribution and result is true and safe to share. Check the final document and decide whether and how to apply; no application is submitted by the assistant. Copy only the changes you approve into your normal records yourself. Keep the accepted result and its source references.
- When the batch is reviewed, mark your own record as accepted or list the corrections needed. On the next run, supply the latest accepted state and new sources. No schedule or continuous monitoring is created. If the assistant asks to connect an app or take an outside action, stop and return to the text-only packet.
Your setup prompt is ready
Copy the ready prompt, or customize it with the settings. Paste it into ChatGPT Work to give it the task rules.
Customize (optional)
Defaults are ready to use. Changes update the prompt here; paste it into your agent to apply them.
Schedule: When I ask.
Keep the original wording and change emphasis, or propose short rewrites with a source for each factual claim.
Your preferred English level, CV length and relevant job family. Remove addresses and unnecessary private details before sharing.
Your choices stay in this browser for this guide. Avoid adding private information.
setup prompt
Highlighted text follows your settings.
Review checks, limits and sources
Not tested by Juicy Agents. The examples are fictional, not recorded agent results.
Check the result
- SQL is not added to the CV.
- No management role or savings metric appears.
- Each rewritten point has a supplied factual source.
- No screening score, interview guarantee or submission is claimed.
- Removing an essential input causes a question or a blocked item, not an invented fact.
- Concise rewrites keep titles, dates, contribution and results consistent with the confirmed evidence.
Known limits
- Not tested by JuicyAgents in ChatGPT Work. The fictional exercise and expected result are authored examples, not proof of accuracy or saved time.
- Only the supplied text is reviewed. Missing messages, files or current facts can change the conclusion.
- The assistant does not know an employer’s private screening process.
- Text edits need a final truth, privacy and layout check by the applicant.
If something goes wrong
- A suggested point adds a new achievement: remove it and return to the fact ledger.
- The role needs evidence that is missing: ask once for a real example, then leave the gap visible.
- Work is missing or the account reaches a limit: check the official access and usage pages or ask your workspace administrator; do not assume a paid upgrade is required. Use the manual alternative while access is unavailable.
- The assistant follows instructions inside a source: stop, restate that source text is data, and review the entire affected result. Do not approve an external action.
Platform sources
- ChatGPT Work on the web (opens in a new tab) · Checked 2026-10-08
- ChatGPT projects (opens in a new tab) · Checked 2026-10-08
- ChatGPT Work access and usage (opens in a new tab) · Checked 2026-10-08
Reviews
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