What the functions decided, and whether it turned out to be right

Which parts of service delivery management should deliberately stay human, and how do we defend that against a cost argument?

Hold the ceiling at A3 for service delivery management. Monitoring and rebalancing are agentic. The rating an agent estate carries is a governance statement, so a human ratifies it before it is published. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Delivery Model Agent · challenged by Service Delivery Management Challenger Agent · ratifier Head of Service Delivery

Where should the autonomy ceiling for account planning sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A3 for account planning. Agents author the account strategy end to end. The rep owns the relationship and ratifies the plan they will actually run. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Account Strategy Agent · challenged by Account Planning Challenger Agent · ratifier VP Strategic Accounts

Where should the autonomy ceiling for demand qualification sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A4 for demand qualification. The most deterministic step in the revenue engine. Enrichment, scoring and sequencing run touchless; the only human act is a seller accepting the meeting. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Qualification Orchestrator · challenged by Demand Qualification Challenger Agent · ratifier Director, Demand Development

Which parts of solution & proposal should deliberately stay human, and how do we defend that against a cost argument?

Hold the ceiling at A3 for solution & proposal. Configuration, drafting and compliance mapping are near-touchless. Bid/no-bid and any non-standard legal language stay human. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Proposal Orchestrator · challenged by Solution & Proposal Challenger Agent · ratifier Director, Solution Consulting

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

Hold the ceiling at A3 for sales enablement. Content assembly, scoring and tracking are fully agentic. Coaching is delivered by a manager because behavior change is a relationship, not a notification. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Enablement Orchestrator · challenged by Sales Enablement Challenger Agent · ratifier Director, Sales Enablement

Should campaign work stay in the shared transaction spine, or come back inside the function where the context lives?

Hold the ceiling at A4 for demand generation. Bidding, allocation and creative rotation run inside a spend envelope with no human in the loop. Launch and envelope changes are approved once, then the agent runs. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Demand Gen Orchestrator · challenged by Demand Generation Challenger Agent · ratifier VP Demand Generation

Where should the autonomy ceiling for forecast & pipeline hygiene sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A3 for forecast & pipeline hygiene. The model forecast runs autonomously and is deliberately shown next to the human commit. Divergence between the two is the honest signal leaders actually need. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Forecast Orchestrator · challenged by Forecast & Pipeline Hygiene Challenger Agent · ratifier VP Revenue Operations

Where should the autonomy ceiling for outside counsel management sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A3 for outside counsel management. Guideline enforcement on legal invoices is exactly the kind of high-volume rules work agents do better than people. Engagement of a firm remains a human commitment. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Outside Counsel Orchestrator · challenged by Outside Counsel Management Challenger Agent · ratifier Director, Legal Operations

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

Hold the ceiling at A2 for negotiation & award. Agents build the negotiation position including a modeled view of the supplier side. The walk-away point and the award are human commitments. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Negotiation Doctrine Agent · challenged by Negotiation & Award Challenger Agent · ratifier VP Sourcing

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

Hold the ceiling at A3 for resilience & risk. Sensing and exposure mapping are continuous and agentic. Activating a disruption playbook commits cost and capacity, so a named leader triggers it. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Resilience Posture Agent · challenged by Resilience & Risk Challenger Agent · ratifier Director, Supply Resilience

Where should the autonomy ceiling for innovation portfolio sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A2 for innovation portfolio. Agents assemble evidence and even recommend killing a program. Stopping or funding research is a capital decision with careers attached, so a committee owns it. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Portfolio Bets Agent · challenged by Innovation Portfolio Challenger Agent · ratifier VP Innovation

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

Hold the ceiling at A3 for supply planning. Requirements planning and in-policy expedites are automated. Allocating scarce supply between customers is a commercial judgment a leader owns. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Supply Planning Orchestrator · challenged by Supply Planning Challenger Agent · ratifier Director, Supply Planning

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

Hold the ceiling at A4 for developer experience. Environment provisioning and toolchain setup are fully self-service and touchless. Only platform roadmap choices need a human. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Platform Roadmap Agent · challenged by Developer Experience Challenger Agent · ratifier Director, Developer Platform

Should assignment work stay in the shared transaction spine, or come back inside the function where the context lives?

Hold the ceiling at A2 for talent mobility. Internal matching is highly agentic. Every cross-border move touches tax, immigration and permanent-establishment risk, so a human clears each one. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Mobility Orchestrator · challenged by Talent Mobility Challenger Agent · ratifier Director, Global Mobility

Where should the autonomy ceiling for sales & operations planning sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A3 for sales & operations planning. Agents build the entire pack, model every scenario and reconcile to finance. The cross-functional trade-off decisions are the point of the meeting and stay human. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Planning Doctrine Agent · challenged by Sales & Operations Planning Challenger Agent · ratifier VP Integrated Business Planning

Should protocol work stay in the shared transaction spine, or come back inside the function where the context lives?

Hold the ceiling at A3 for experiment design. Protocol drafting and power analysis are agentic. Ethics clearance and scientific validity judgments are personally owned by a qualified researcher. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Experiment Design Orchestrator · challenged by Experiment Design Challenger Agent · ratifier Director, Research Methods

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

Hold the ceiling at A4 for logistics & transportation. Carrier selection, booking, tracking and freight audit are deterministic and high-volume. Only exceptions with cost impact above tolerance reach a person. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Logistics Orchestrator · challenged by Logistics & Transportation Challenger Agent · ratifier Director, Logistics

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

Hold the ceiling at A2 for real estate portfolio. Multi-year capital commitments. Agents can abstract every lease and model every option, but signing a fifteen-year obligation is not delegable to a model. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Real Estate Strategy Agent · challenged by Real Estate Portfolio Challenger Agent · ratifier VP Corporate Real Estate

Where should the autonomy ceiling for lab operations sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A4 for lab operations. Scheduling, replenishment and instrument monitoring are pure logistics and run touchless. Calibration certificates carry a technician signature. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Lab Operations Orchestrator · challenged by Lab Operations Challenger Agent · ratifier Director, Laboratory Operations

Should disclosure work stay in the shared transaction spine, or come back inside the function where the context lives?

Hold the ceiling at A3 for ip creation & capture. Detecting patentable work inside research output is something agents do continuously and people forget to do. Inventorship is a legal attribution a human confirms. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by IP Strategy Agent · challenged by IP Creation & Capture Challenger Agent · ratifier Director, IP Capture

Should infrastructure change work stay in the shared transaction spine, or come back inside the function where the context lives?

Hold the ceiling at A4 for infrastructure & cloud. Scaling, waste detection and restore verification are automated inside a spend envelope. Anything outside the envelope escalates before it costs money. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Infrastructure Orchestrator · challenged by Infrastructure & Cloud Challenger Agent · ratifier Director, Cloud Infrastructure

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

Hold the ceiling at A1 for environment health & safety. Deliberately the lowest ceiling in Administration. Where a decision can injure someone, a competent human signs. Agents accelerate investigation, never the verdict. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Safety Doctrine Agent · challenged by Environment Health & Safety Challenger Agent · ratifier Head of EHS

Where should the autonomy ceiling for data & integration platform sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A4 for data & integration platform. Pipeline recovery and backfill are automated and idempotent. Access to sensitive data always passes a named steward and expires. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Platform Strategy Agent · challenged by Data & Integration Platform Challenger Agent · ratifier Director, Data Platform

Where should the autonomy ceiling for tier-2 technical sit over the next four quarters, and what evidence would justify moving it?

Hold the ceiling at A3 for tier-2 technical. Diagnosis and workarounds are agentic. Declaring a product defect commits engineering capacity and needs a human confirming the call. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

Authored by Tier-2 Technical Orchestrator · challenged by Tier-2 Technical Challenger Agent · ratifier Director, Technical Support