Build a job board with AI: verified openings and a safe application path

A worked example: where the task becomes difficult

A fictional trade association lists apprenticeships from member companies. Employers submit roles with closing dates, work locations and salary information where available. The association wants applicants to find current openings and reach the correct application path. It should not claim that AI has verified a company’s legitimacy merely because the listing was generated or the application button works.

Decisions to make before implementation

Choose whether applications stay with employers or enter a board-owned system. The latter creates private applicant records, access controls and retention work. Define moderation, employer corrections and how closed roles are handled. Use consistent units for salary ranges and distinguish unknown compensation from zero. A ranking algorithm must not silently imply that sponsored placements are the best opportunities.

A practical sequence for the work

Use the sequence below as a task boundary, not as a claim that the example has been executed. Work with approved inputs and the project’s actual architecture. If a required integration or permission is unavailable, keep that stage visibly incomplete rather than generating a plausible substitute result.

• Define required role fields, employer ownership and publication approval.
• Implement searchable current openings with clear location and work-arrangement filters.
• Verify each application destination or build a restricted receiving workflow.
• Add expiry handling and an employer correction process before scaling listings.

A detailed brief you can adapt for your agent

Replace the illustrative context with your approved facts and controlled inputs. Keep the stated boundaries when adapting the brief. The expected deliverable matters more than a particular tool name: ask for an explanation grounded in the inspected material and evidence for the requested outcome.

Build an apprenticeship board from controlled employer submissions. Keep publication approval separate from AI drafting. Implement role status, filters and the supplied application destinations. Clearly label sponsorship. Do not rank applicants or expose CVs publicly. Include expiry and invalid-destination checks and document who can approve employer changes.

Failure modes that an attractive preview can hide

Generated boards may keep closed listings searchable as if they were active. Show the status clearly and guide visitors to current alternatives without inventing a replacement role. Do not collect CVs if the application simply redirects to an employer. If CV handling is required, restrict uploads and access and avoid using applicant documents as public content or training examples.

Technical references: MDN: sending form data

Acceptance checks and the evidence to retain

Keep the listing field contract, moderation roles, expiry behavior and application privacy boundary. Demonstrate a current listing journey and an expired listing recovery path.

Specific answers

Common questions