AI for Recruitment Job DescriptionsWhat AI can prepare for this workflow
The scope is extracting duties and conditions from job drafts and checked employer notes. Distinguish requirements, preferences, and unresolved items, then prepare the questions the team needs to ask.
Keep employer-provided conditions separate from the agency's explanation. Retain ambiguity and conflicts for confirmation. ATS registration follows field mapping and approval.
Information to prepare
Prepare current drafts, confirmed notes, and definitions for the destination fields.
| Input | Information used | Check |
|---|---|---|
| Employer draft | Duties, conditions, location, pay | Current opening and version |
| Briefing notes | Confirmed additions and unresolved items | Separate assumptions |
| Job-description or ATS fields | Required fields, options, formats | Mapping from narrative to fields |
| Wording rules | Required, preferred, and unknown categories | Preserve the strength of each condition |
How AI and the responsible person work together
Confirm questions with the employer and return the answers to the draft.
| Stage | What AI prepares | Human action |
|---|---|---|
| 1. Extract | Duties and conditions as fields | Compare with the draft |
| 2. Classify | Required, preferred, and unknown items | Check employer intent and conflicts |
| 3. Draft | Field table and employer questions | Reflect confirmed answers |
| 4. Register | Approved fields in the destination format | Approve the job description and ATS update |
Example: Organizing an ambiguous employer draft
Fictional opening D shows confirmed fields and questions in one table.
| Field | Draft or extracted value | Evidence or question |
|---|---|---|
| Duties | Business-to-business service sales, existing accounts and new proposals | Duties in draft v1 |
| Requirements | Business sales experience: required or preferred remains unconfirmed | Draft says preferred; notes say required |
| Pay | JPY4–6 million annually; breakdown pending | Confirm allowances and included overtime terms with the employer |
| Work arrangements | Possible locations are listed; remote-working conditions are pending | Do not add unstated arrangements |
Adapt the worksheet to your workflow
Download the text file with the sample and blank fields, then copy and adapt it.
What the responsible person checks
Compare pay, hours, location, and employment terms with the employer-confirmed draft. Keep required and preferred conditions distinct and avoid adding new conditions.
Before updating the ATS, check the job ID, fields to change, and approved information. Retain a change history and have the responsible person confirm the published description.
Pilot the workflow and include review and correction time
Use jobs the team has already checked to assess field accuracy and clarification work.
| Measure | Record |
|---|---|
| Field accuracy | Unsupported conditions or transcription errors |
| Condition categories | Required, preferred, or unknown misclassifications |
| Questions | Whether conflicts and missing details were identified |
| Completion time | Organization, employer checks, corrections, and registration |
Can different employer formats use the same field structure?
Define shared fields and the handling of missing information, then test real formats against those definitions.
Can the draft be registered in an ATS automatically?
Check the ATS integration and permissions. Pilot the field table first, then verify a process that writes approved information to the correct existing record.
Public sources informing the design
PERSOL Career's December 2025 engineering article explains LLM work with job drafts, input adjustments, and output testing. It informs this workflow's combination of input preparation and human checks. Source checked October 12, 2026.
Discuss job-information preparation
Share the draft formats, ATS name, and fields requiring review. We can examine definitions, drafts, review screens, and registration.
Discuss job-information preparation
Tell us which job-description fields require repeated copying or confirmation.