Human Resources / Talent Acquisition Live
Offer Management
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.
About the Agent
Challenges Offer Management addresses
Done by hand, talent acquisition means gathering proposed offer and role context and offer settings, working through 4 separate passes over the same material, then producing offer position, offer letter and pay equity and approval. 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.
Offer Management 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 send this offer?” 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: Reading the offer context
First of 4. It works from proposed offer and role context and offer settings and feeds the step after it.
Key Tasks:
- Locating the material: It works from proposed offer and role context and offer settings, so nothing has to be forwarded, re-keyed or renamed first.
- Handling the format it arrives in: Scanned pages, native documents, spreadsheets and message bodies are all read the same way, including layouts where the relevant figure sits inside a table rather than a labelled field.
- Pulling the fields that matter: Only the fields the rest of the run needs are extracted. What cannot be read confidently is recorded as unread rather than filled in with a best guess.
Outcome:
- Fields extracted: The fields are available to the steps that follow, with anything unreadable listed rather than silently defaulted — which is what stops a bad extraction becoming a confident wrong answer three steps later.
Step 2: Checking the offer
Step 2 of 4. It takes what step 1 produced and hands its result to step 3.
Key Tasks:
- Running the checks in order: Every rule for talent acquisition is applied to every record, in the same order each run. A record is not skipped because it looks routine.
- Recording evidence, not verdicts: Each check stores what was expected and what was found, so a failure can be understood without re-running anything.
- Separating clear from unclear: A check the agent cannot settle is marked unresolved rather than passed, which keeps "checked" meaning checked.
Outcome:
- All checks pass: The record clears with its evidence attached, available if anyone asks later.
- A check fails: The record is held with the failing checks named and the rest shown as passed, so a reviewer sees the scope of the problem rather than only that there is one.
Step 3: Drafting the offer letter
Step 3 of 4. It takes what step 2 produced and hands its result to step 4.
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:
- Draft ready: It is held for approval. Nothing reaches a customer, a calendar or a channel until a person releases it.
- Not enough to write from: It says so instead of producing something plausible from thin evidence, which is the failure that is hardest to catch on review.
Step 4: Preparing the offer for approval
Last of 4. It takes what step 3 produced and produces offer position and offer letter.
Key Tasks:
- Producing the offer for approval: What this step assembles is the offer for approval, in the form the reader actually uses it in rather than as a general summary of the run.
- Keeping it traceable: Each claim stays linked to the record behind it, so a reviewer can check a line instead of accepting the whole.
- 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.
Outcome:
- Held for release: It is complete and waiting on a person. Nothing reaches a customer, a calendar or a channel until someone approves it.
- Insufficient evidence: It says so rather than assembling something plausible from thin material, which is the failure hardest to catch on review.
Step 5: 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 send this offer?” 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 Offer Management 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 Offer Management?
- Nothing leaves without approval: Offer letter is drafted and held. A person releases them, so the agent's reach ends at your own review step.
- 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.
- Takes documents as they arrive: Scanned pages, native files and awkward layouts are read as they are. Nothing has to be renamed, re-keyed or converted into a template before a run.
- Corrected by the people using it: After each run it asks “Would you send this offer?”. Those answers become the evaluation set, which means it is measured against your judgement rather than ours.
- Structured results, not prose: All 5 artefacts are structured — offer position, offer letter and pay equity and approval — so a result can be scanned, sorted and acted on instead of read end to end.
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
-
Turn a role brief into a posting that describes the actual job, states the salary, and drops the wording that quietly narrows who applies.
View agent Book a call -
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.
View agent Book a call -
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.
View agent Book a call -
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.
View agent Book a call -
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.
View agent Book a call -
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.
View agent Book a call
Next Step
Deploy Offer Management, 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.