Human Resources / Talent Acquisition Live
Job Posting Builder
Turn a role brief into a posting that describes the actual job, states the salary, and drops the wording that quietly narrows who applies.
About the Agent
Challenges Job Posting Builder addresses
Done by hand, talent acquisition means gathering role brief and posting settings, working through 2 separate passes over the same material, then producing will this reach a wide field, the posting and wording that narrows the field. None of it is difficult and all of it is exacting, which is the combination people are worst at holding. The errors that matter are the ones a tired reader does not notice, and they surface later — in a reconciliation, or in somebody’s reply. It waits until someone remembers it, which is usually the point at which it has become urgent. As volume grows the work does not get harder, only longer, and the first thing to go is the checking.
Job Posting Builder runs that same sequence end to end and returns the result as structured artefacts. What it cannot settle it hands over rather than guesses at, and your correction is kept: it asks “Would you post this?” after every run, and those answers become the set it is measured against. Nothing that moves money, alters a contract or reaches a customer executes without human approval, and every action is written to an audit log. The gain is in the volume that no longer has to be read, not in removing the judgement.
How it works
Step 1: Separating the requirements from the wishes
First of 2. It works from role brief and posting settings and feeds the step after it.
Key Tasks:
- Working from the run so far: This step takes role brief and posting settings and carries it toward step 2.
- Following the same rules each time: The behaviour is configuration rather than judgement made fresh per run, so talent acquisition is handled the same way every time.
- Surfacing what it cannot settle: Anything ambiguous is passed on as ambiguous rather than resolved silently.
Outcome:
- Passed on: The result passes to the next step, with anything unresolved carried forward as an open item rather than dropped.
Step 2: Writing the posting
Last of 2. It takes what step 1 produced and produces will this reach a wide field and the posting.
Key Tasks:
- Writing from the run, not from a template: The text is built from what this run actually found, so two talent acquisition outputs differ where the underlying records differ.
- Leading with what needs a decision: The exceptions come first and the routine detail follows, because the reader is deciding rather than reading.
- Staying inside the evidence: Nothing appears in the text that is not supported by a record the run examined. Gaps are stated as gaps.
Outcome:
- Artefact ready: A finished artefact, traceable line by line to the records behind it, ready for a person to accept or correct.
Step 3: Your review, and what it changes
The run ends with a person, not with a result being filed.
Key Tasks:
- Asking a specific question: It asks “Would you post this?” rather than for a rating. A question about this run is answerable; a score out of five is not.
- Keeping the correction: What you change is recorded against the case that produced it, so the disagreement is retrievable rather than absorbed.
- Building the evaluation set: Those cases become what the agent is measured on. It is scored against your judgement rather than against a general benchmark.
Outcome:
- A measured agent, not an assumed one: The cases Job Posting Builder handles well and the cases it does not are both visible, and the second list is the one that decides what changes. Nothing is retrained silently on the back of a single correction.
Why use Job Posting Builder?
- Scored, with the working shown: Scores arrive with their component criteria rather than as a single number, so you can disagree with a criterion instead of only with the total — and two items with the same profile score the same on every run.
- Checks are evidenced, not asserted: Each check records what was expected and what was found. A failure can be understood — and argued with — without re-running anything.
- A batch is one run, not a hundred: It works the whole set in a single pass and returns a row per item with its verdict, so the volume that needs no attention never has to be opened.
- Corrected by the people using it: After each run it asks “Would you post this?”. Those answers become the evaluation set, which means it is measured against your judgement rather than ours.
- Reads and reports, does not act: It returns a result for review rather than writing changes back on its own. Anything that moves money, alters a contract or reaches a customer needs human approval first.
Oversight
Runs under scoped, least-privilege credentials with every action written to an audit log. Anything that moves money, alters a contract or reaches a customer requires human approval before it executes.
Talent Acquisition
Other agents in talent acquisition
Hiring pipeline, onboarding and policy answers from your handbook
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Check an offer before it goes out — against the band, against what colleagues in the same role are paid, and against what was actually agreed at interview. Nothing is sent.
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Pull structured fields out of a CV without inferring the ones that are not there — and strip the details that should never reach a screening decision.
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Reply to every applicant honestly — where they are, when they will hear, and a real reason where the answer is no. Every draft is approved individually.
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Read an engagement survey for what it actually says, and suppress every cut where the group is small enough that a colleague could work out who said it.
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Work an exit through to the end — what access must be gone by the last day, what the person is still owed, and what leaves the business with them if nobody asks. Nothing is sent.
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Review an ER case before a decision is taken — whether the process has been followed, what the evidence actually establishes, and which allegations rest on nothing.
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Next Step
Deploy Job Posting Builder, or adapt it
It runs as-is. Most deployments diverge — a different source system, a different tolerance, a different approval path. A 30-minute technical call establishes which.