LensReading which lens this session carries.
Human Resources/Talent Acquisition

Sub-function

Talent Acquisition

Owns requisition work end to end inside Human Resources. Runs 4 lines across 27 stations, drains the repeatable share into the H2R tower, and holds 3 human gates.

orchestrator Talent Acquisition Orchestratorhuman owner VP Talent Acquisition routes into h2r

Estate rating

A

76 / 100

autonomy 70%cap 78%

Sourcing, screening and scheduling reach A4. The hiring decision itself never does — it stays a named human decision with adverse-impact evidence attached.

Agents

12

Lines

4

Units / wk

15,785

Timetable vs actual

16.1h → 18.5h

Cost / unit

$5.91

was $14

Run-rate saving

$6.7M

annualized at this volume

The 12 agents running this sub-function

Grouped by what they are for, not by where they sit. The agent org is process-shaped.

OrchestratorOwns the queue and arbitrates between desks.

Talent Acquisition Orchestrator

Owns the talent acquisition lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA3189 / 24h91%15% ovr$4.47/task

ceiling A3 · escalates to Escalates to VP Talent Acquisition when the unit falls outside the decision envelope or confidence drops below the floor.

AI GBSRuns the shared transaction spine.

Intake & Req Definition Agent

Runs the repeatable portion of talent acquisition inside the shared transaction spine at spine cost and spine controls.

AI GBSA32,237 / 24h90%4% ovr$0.39/task

ceiling A3 · escalates to Escalates to VP Talent Acquisition when the unit falls outside the decision envelope or confidence drops below the floor.

Scheduling Agent

Runs the repeatable portion of talent acquisition inside the shared transaction spine at spine cost and spine controls.

AI GBSA31,819 / 24h94%3% ovr$0.28/task

ceiling A3 · escalates to Escalates to VP Talent Acquisition when the unit falls outside the decision envelope or confidence drops below the floor.

Candidate Comms Agent

Runs the repeatable portion of talent acquisition inside the shared transaction spine at spine cost and spine controls.

AI GBSA34,166 / 24h95%7% ovr$0.14/task

ceiling A3 · escalates to Escalates to VP Talent Acquisition when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Sourcing Agent

Executes the talent acquisition step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA32,001 / 24h97%1% ovr$0.16/task

ceiling A3 · escalates to Escalates to VP Talent Acquisition when the unit falls outside the decision envelope or confidence drops below the floor.

Screening Agent

Executes the talent acquisition step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA33,910 / 24h95%8% ovr$0.08/task

ceiling A3 · escalates to Escalates to VP Talent Acquisition when the unit falls outside the decision envelope or confidence drops below the floor.

Assessment Agent

Executes the talent acquisition step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA3530 / 24h94%2% ovr$0.55/task

ceiling A3 · escalates to Escalates to VP Talent Acquisition when the unit falls outside the decision envelope or confidence drops below the floor.

Offer Modeling Agent

Executes the talent acquisition step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA31,038 / 24h92%4% ovr$0.22/task

ceiling A3 · escalates to Escalates to VP Talent Acquisition when the unit falls outside the decision envelope or confidence drops below the floor.

Background & Right-to-Work Agent

Executes the talent acquisition step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA32,635 / 24h97%6% ovr$0.13/task

ceiling A3 · escalates to Escalates to VP Talent Acquisition when the unit falls outside the decision envelope or confidence drops below the floor.

PolicyAuthors and versions the binding rules.

Adverse Impact Monitor

Holds the rules that bind every other agent in talent acquisition. Versions them, tests them against live decisions, and blocks work that breaches them.

PolicyA2144 / 24h96%9% ovr$1.79/task

ceiling A3 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.

StrategyForms and defends a position.

Hiring Doctrine Agent

Authors positions on talent acquisition. Frames the question, models the options, and writes a recommendation a human can ratify or reject.

StrategyA2194 / 24h94%14% ovr$4.27/task

ceiling A3 · escalates to Escalates when two options sit inside the confidence band and the evidence cannot separate them.

ChallengerPaid to disagree before a human has to.

Talent Acquisition Challenger Agent

Adversarial reviewer for talent acquisition. Argues the opposite case on every position and flags where the evidence does not carry the claim.

StrategyA2125 / 24h92%7% ovr$4.13/task

ceiling A3 · 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.

Control Coverage76
Evidence Quality78
Override Discipline90
Data Integrity75
Recovery Readiness74
Cost Transparency85
Judgment Readiness55

People

What the humans stopped doing, and what they do now.

headcount on this work97.958.6 FTE

Redeployed into scenario work and strategy authoring review.

inference cost per unit$1.47

Lines running in this sub-function

Each line is a workflow. Click a line to walk it station by station.

15 clear8 evidenced0 held
HR2AReq-to-OfferTransactional · 11 stations

Intake

2 live

Approve req

1 q

Post

23 q

Source

40 q

Screen

37 q

Interview loop

1 live

Assess

33 q

Offer model

1 live

Offer approve

1 live

Accept

15 q

Handoff

1 live

HR2BTalent Pool NurtureTransactional · 5 stations

Identify

1 live

Segment

1 live

Engage

3 live

Qualify

27 q

Re-surface

2 live

HR2CAgency & Vendor ManagementTransactional · 5 stations

Brief

1 live

Route

2 live

Track

1 live

Invoice

2 live

Score

2 live

HR2DHiring Doctrine ReviewJudgment · 6 stations

Frame question

1 live

Gather evidence

1 live

Model options

3 q

Draft position

30 q

Challenge

31 q

Ratify

8 q

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.

HR2-POS-100

Hiring Doctrine Review

In challengev2

What operating shape carries twice the current requisition volume without adding headcount, and what breaks first if we are wrong?

Hold the ceiling at A3 for talent acquisition. Sourcing, screening and scheduling reach A4. The hiring decision itself never does — it stays a named human decision with adverse-impact evidence attached. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

83%

The challenge — Talent Acquisition Challenger Agent

Talent Acquisition 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 10 percent for two consecutive months
  • ·Cost per requisition stops falling while volume keeps rising
  • ·A control failure in this lane reaches a customer or a regulator

Evidence gaps

  • ·No external comparator on a like-for-like unit definition
  • ·Exception cases under $22k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$163k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$950k to build controlsOverride rate is 5 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$339k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Hiring Doctrine Agentratifier VP Talent Acquisition3 stated assumptions
HR2-POS-101

Talent Acquisition Operating Position

In challengev4

Is the current cost per requisition defensible against external comparators once inference spend is counted in full?

Keep the repeatable requisition 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

72%

The challenge — Talent Acquisition Challenger Agent

Talent Acquisition 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 7 percent for two consecutive months
  • ·Cost per requisition 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 consideredCostRiskVerdict
Hold the current position$652k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$426k to build controlsOverride rate is 7 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$274k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Hiring Doctrine Agentratifier VP Talent Acquisition3 stated assumptions

Policy register

The rules the agents above are bound by. Version, owner, approver, and the agents each rule constrains.

RefRuleScopeOwner agentApproved byVersionStatus
HR2-POL-200

Talent Acquisition Decision Envelope

Agents in this lane may act without a human when the requisition 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 6 agents · LATAM · US

envelopeAdverse Impact MonitorVP Talent Acquisitionv1.7under review
HR2-POL-201

Talent Acquisition 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 6 agents · EU · UK · US

evidenceAdverse Impact MonitorVP Talent Acquisitionv4.3Active
HR2-POL-202

Talent Acquisition Escalation Rule

Escalation is mandatory when confidence falls below the floor, when two options sit inside the confidence band, or when a break condition on a ratified position fires. VP Talent Acquisition owns the response clock.

binds 6 agents · US · Canada

escalationAdverse Impact MonitorVP Talent Acquisitionv5.5Active
HR2-POL-203

Talent Acquisition Autonomy Ceiling

The ceiling for this lane is 78 on the platform scale. Sourcing, screening and scheduling reach A4. The hiring decision itself never does — it stays a named human decision with adverse-impact evidence attached. The ceiling is a governance decision, not a technical limit, and only VP Talent Acquisition can propose moving it.

binds 6 agents · LATAM · US

ceilingAdverse Impact MonitorVP Talent Acquisitionv2.1Active