Sub-function
HR Business Partnering
Owns case work end to end inside Human Resources. Runs 3 lines across 19 stations, drains the repeatable share into the H2R tower, and holds 5 human gates.
Estate rating
BBB
71 / 100
Tier-1 policy questions are fully agentic. Anything with disciplinary, exit or litigation potential is human-decided by design — the agent only prepares the pack.
Agents
9
Lines
3
Units / wk
1,629
Timetable vs actual
6.2h → 6.8h
Cost / unit
$15
was $32
Run-rate saving
$1.5M
annualized at this volume
The 9 agents running this sub-function
Grouped by what they are for, not by where they sit. The agent org is process-shaped.
HRBP Orchestrator
Owns the hr business partnering lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.
ceiling A2 · escalates to Escalates to VP HR Business Partnering when the unit falls outside the decision envelope or confidence drops below the floor.
Manager Query Agent
Runs the repeatable portion of hr business partnering inside the shared transaction spine at spine cost and spine controls.
ceiling A2 · escalates to Escalates to VP HR Business Partnering when the unit falls outside the decision envelope or confidence drops below the floor.
Org Health Signal Agent
Watches hr business partnering continuously. Detects drift, quantifies it, and routes what matters without waiting for a reporting cycle.
ceiling A2 · escalates to Escalates to VP HR Business Partnering when the unit falls outside the decision envelope or confidence drops below the floor.
Case Intake & Triage Agent
Executes the hr business partnering step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A2 · escalates to Escalates to VP HR Business Partnering when the unit falls outside the decision envelope or confidence drops below the floor.
ER Case Prep Agent
Executes the hr business partnering step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A2 · escalates to Escalates to VP HR Business Partnering when the unit falls outside the decision envelope or confidence drops below the floor.
Policy Interpretation Agent
Holds the rules that bind every other agent in hr business partnering. Versions them, tests them against live decisions, and blocks work that breaches them.
ceiling A2 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.
Restructure Modeling Agent
Authors positions on hr business partnering. Frames the question, models the options, and writes a recommendation a human can ratify or reject.
ceiling A2 · escalates to Escalates when two options sit inside the confidence band and the evidence cannot separate them.
Org Design Agent
Authors positions on hr business partnering. Frames the question, models the options, and writes a recommendation a human can ratify or reject.
ceiling A2 · escalates to Escalates when two options sit inside the confidence band and the evidence cannot separate them.
HR Business Partnering Challenger Agent
Adversarial reviewer for hr business partnering. Argues the opposite case on every position and flags where the evidence does not carry the claim.
ceiling A2 · escalates to Escalates when a ratified position is still running against a break condition it flagged.
Estate rating breakdown
Seven control dimensions. Judgment readiness runs against autonomy on purpose.
People
What the humans stopped doing, and what they do now.
Redeployed into data stewardship and evidence quality.
Lines running in this sub-function
Each line is a workflow. Click a line to walk it station by station.
Strategy positions this sub-function holds
An agent that only executes is a robot. These are the calls it made, the argument against each one, and what would prove it wrong.
Org Design Change
Supersededv2Where should the autonomy ceiling for hr business partnering sit over the next four quarters, and what evidence would justify moving it?
Hold the ceiling at A2 for hr business partnering. Tier-1 policy questions are fully agentic. Anything with disciplinary, exit or litigation potential is human-decided by design — the agent only prepares the pack. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.
confidence
66%
The challenge — HR Business Partnering Challenger Agent
HR Business Partnering Challenger Agent argues the recommendation leans on 3 quarters of data from a period with no volume shock. The confidence band overlaps the alternative, and the position does not say what it would take to be wrong. Recorded as a dissent, not a block.
Break conditions
- ·Override rate rises above 8 percent for two consecutive months
- ·Cost per case stops falling while volume keeps rising
- ·A control failure in this lane reaches a customer or a regulator
Evidence gaps
- ·No independent test of the control evidence behind the touchless rate
| Alternative considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $723k run rate | Known and priced. Cedes ground if comparators move faster. | live |
| Raise the ceiling one level now | $1222k to build controls | Override rate is 4 percent; raising the ceiling before that settles imports the error into production. | rejected on evidence |
| Move the exception tail to the spine | $1146k transition | Loses local context. Rework risk on the cases that are hardest to recover. | under review |
HR Business Partnering Operating Position
Rejectedv3Should case work stay in the shared transaction spine, or come back inside the function where the context lives?
Keep the repeatable case volume in the spine and pull the exception tail back into the function. The spine is cheaper per unit; the tail is where the context that prevents rework actually sits.
confidence
86%
The challenge — HR Business Partnering Challenger Agent
HR Business Partnering Challenger Agent argues the recommendation leans on 4 quarters of data from a period with no volume shock. The confidence band overlaps the alternative, and the position does not say what it would take to be wrong. Recorded as a dissent, not a block.
Break conditions
- ·Override rate rises above 15 percent for two consecutive months
- ·Cost per case stops falling while volume keeps rising
- ·A comparator publishes a materially lower unit cost on a like-for-like basis
Evidence gaps
- ·No independent test of the control evidence behind the touchless rate
| Alternative considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $586k run rate | Known and priced. Cedes ground if comparators move faster. | live |
| Raise the ceiling one level now | $664k to build controls | Override rate is 6 percent; raising the ceiling before that settles imports the error into production. | rejected on evidence |
| Move the exception tail to the spine | $562k transition | Loses local context. Rework risk on the cases that are hardest to recover. | under review |
Policy register
The rules the agents above are bound by. Version, owner, approver, and the agents each rule constrains.
| Ref | Rule | Scope | Owner agent | Approved by | Version | Status |
|---|---|---|---|---|---|---|
| HR4-POL-200 | HR Business Partnering Decision Envelope Agents in this lane may act without a human when the case sits inside the stated value, risk and confidence envelope. Outside it, the unit holds at a gate with a named approver and a running clock. binds 3 agents · Global | envelope | Policy Interpretation Agent | VP HR Business Partnering | v5.9 | Active |
| HR4-POL-201 | HR Business Partnering Evidence Standard Every autonomous decision writes inputs, the rule version applied, the model and prompt version, the output and a reversal path. An action with no evidence record is treated as a control failure, not a fast decision. binds 3 agents · EU · UK | evidence | Policy Interpretation Agent | VP HR Business Partnering | v1.4 | Active |