Sub-function
Culture & Engagement
Owns listening cycle work end to end inside Human Resources. Runs 3 lines across 20 stations, drains the repeatable share into the H2R tower, and holds 4 human gates.
Estate rating
BBB
71 / 100
Listening and synthesis are agentic. Nothing reaches the workforce without a human publisher, and small-cohort findings are suppressed to prevent re-identification.
Agents
10
Lines
3
Units / wk
1,089
Timetable vs actual
27.0h → 31.6h
Cost / unit
$11
was $32
Run-rate saving
$1.2M
annualized at this volume
The 10 agents running this sub-function
Grouped by what they are for, not by where they sit. The agent org is process-shaped.
Culture Orchestrator
Owns the culture & engagement lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.
ceiling A2 · escalates to Escalates to Director, Culture & Engagement when the unit falls outside the decision envelope or confidence drops below the floor.
Sentiment Sensing Agent
Watches culture & engagement continuously. Detects drift, quantifies it, and routes what matters without waiting for a reporting cycle.
ceiling A2 · escalates to Escalates to Director, Culture & Engagement when the unit falls outside the decision envelope or confidence drops below the floor.
Survey Design & Run Agent
Executes the culture & engagement step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A2 · escalates to Escalates to Director, Culture & Engagement when the unit falls outside the decision envelope or confidence drops below the floor.
Theme Synthesis Agent
Executes the culture & engagement step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A2 · escalates to Escalates to Director, Culture & Engagement when the unit falls outside the decision envelope or confidence drops below the floor.
Recognition Program Agent
Executes the culture & engagement step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A2 · escalates to Escalates to Director, Culture & Engagement when the unit falls outside the decision envelope or confidence drops below the floor.
Action Plan Tracker
Runs the repeatable portion of culture & engagement inside the shared transaction spine at spine cost and spine controls.
ceiling A2 · escalates to Escalates to Director, Culture & Engagement when the unit falls outside the decision envelope or confidence drops below the floor.
Internal Comms Agent
Runs the repeatable portion of culture & engagement inside the shared transaction spine at spine cost and spine controls.
ceiling A2 · escalates to Escalates to Director, Culture & Engagement when the unit falls outside the decision envelope or confidence drops below the floor.
DEI Analytics Agent
Holds the rules that bind every other agent in culture & engagement. 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.
Culture Strategy Agent
Authors positions on culture & engagement. 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.
Culture & Engagement Challenger Agent
Adversarial reviewer for culture & engagement. 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 scenario work and strategy authoring review.
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.
Culture Intervention
Supersededv4What operating shape carries twice the current listening cycle volume without adding headcount, and what breaks first if we are wrong?
Hold the ceiling at A2 for culture & engagement. Listening and synthesis are agentic. Nothing reaches the workforce without a human publisher, and small-cohort findings are suppressed to prevent re-identification. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.
confidence
75%
The challenge — Culture & Engagement Challenger Agent
Culture & Engagement 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 6 percent for two consecutive months
- ·Cost per listening cycle 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 $33k are sampled, not fully measured
| Alternative considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $249k run rate | Known and priced. Cedes ground if comparators move faster. | live |
| Raise the ceiling one level now | $1000k to build controls | Override rate is 13 percent; raising the ceiling before that settles imports the error into production. | rejected on evidence |
| Move the exception tail to the spine | $777k transition | Loses local context. Rework risk on the cases that are hardest to recover. | under review |
Culture & Engagement Operating Position
Ratifiedv3Is the current cost per listening cycle defensible against external comparators once inference spend is counted in full?
Keep the repeatable listening cycle 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
67%
The challenge — Culture & Engagement Challenger Agent
Culture & Engagement 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 listening cycle 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 | $156k run rate | Known and priced. Cedes ground if comparators move faster. | not selected |
| Raise the ceiling one level now | $1059k to build controls | Override rate is 9 percent; raising the ceiling before that settles imports the error into production. | rejected on evidence |
| Move the exception tail to the spine | $1036k transition | Loses local context. Rework risk on the cases that are hardest to recover. | selected |
Ratified 7 months ago. Measured since: cost per listening cycle fell 10 percent against a forecast of 19 percent.
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 |
|---|---|---|---|---|---|---|
| HR10-POL-200 | Culture & Engagement Decision Envelope Agents in this lane may act without a human when the listening cycle 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 5 agents · EU · UK | envelope | DEI Analytics Agent | Director, Culture & Engagement | v4.5 | Active |
| HR10-POL-201 | Culture & Engagement 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 5 agents · EU · UK | evidence | DEI Analytics Agent | Director, Culture & Engagement | v4.5 | Active |
| HR10-POL-202 | Culture & Engagement 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. Director, Culture & Engagement owns the response clock. binds 5 agents · Global · EU | escalation | DEI Analytics Agent | Director, Culture & Engagement | v5.4 | Active |
| HR10-POL-203 | Culture & Engagement Autonomy Ceiling The ceiling for this lane is 66 on the platform scale. Listening and synthesis are agentic. Nothing reaches the workforce without a human publisher, and small-cohort findings are suppressed to prevent re-identification. The ceiling is a governance decision, not a technical limit, and only Director, Culture & Engagement can propose moving it. binds 5 agents · Global | ceiling | DEI Analytics Agent | Director, Culture & Engagement | v5.7 | Active |