LensReading which lens this session carries.
Sales/Territory & Quota Planning

Sub-function

Territory & Quota Planning

Owns territory work end to end inside Sales. Runs 3 lines across 20 stations, drains the repeatable share into the P2P tower, and holds 4 human gates.

orchestrator Territory Planning Orchestratorhuman owner VP Sales Strategy routes into p2p

Estate rating

BBB

69 / 100

autonomy 46%cap 66%

Segmentation and capacity math are fully agentic. Quota is a compensation commitment to named people, so the final allocation carries a human signature.

Agents

9

Lines

3

Units / wk

135

Timetable vs actual

3.8d → 3.6d

Cost / unit

$986

was $3K

Run-rate saving

$12.2M

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.

OrchestratorOwns the queue and arbitrates between desks.

Territory Planning Orchestrator

Owns the territory & quota planning lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA216 / 24h91%10% ovr$5.78/task

ceiling A2 · escalates to Escalates to VP Sales Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

AI GBSRuns the shared transaction spine.

Account Segmentation Agent

Runs the repeatable portion of territory & quota planning inside the shared transaction spine at spine cost and spine controls.

AI GBSA23,626 / 24h91%9% ovr$0.30/task

ceiling A2 · escalates to Escalates to VP Sales Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

White Space Agent

Runs the repeatable portion of territory & quota planning inside the shared transaction spine at spine cost and spine controls.

AI GBSA21,952 / 24h95%4% ovr$0.22/task

ceiling A2 · escalates to Escalates to VP Sales Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Capacity Model Agent

Executes the territory & quota planning step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA21,221 / 24h94%1% ovr$0.51/task

ceiling A2 · escalates to Escalates to VP Sales Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

Quota Distribution Agent

Executes the territory & quota planning step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA21,982 / 24h89%4% ovr$0.60/task

ceiling A2 · escalates to Escalates to VP Sales Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

Coverage Gap Agent

Executes the territory & quota planning step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA23,031 / 24h97%3% ovr$0.43/task

ceiling A2 · escalates to Escalates to VP Sales Strategy when the unit falls outside the decision envelope or confidence drops below the floor.

StrategyForms and defends a position.

Territory Design Agent

Authors positions on territory & quota planning. Frames the question, models the options, and writes a recommendation a human can ratify or reject.

StrategyA231 / 24h93%14% ovr$3.94/task

ceiling A2 · escalates to Escalates when two options sit inside the confidence band and the evidence cannot separate them.

PolicyAuthors and versions the binding rules.

Quota Policy Agent

Holds the rules that bind every other agent in territory & quota planning. Versions them, tests them against live decisions, and blocks work that breaches them.

PolicyA233 / 24h92%5% ovr$13/task

ceiling A2 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.

ChallengerPaid to disagree before a human has to.

Territory & Quota Planning Challenger Agent

Adversarial reviewer for territory & quota planning. Argues the opposite case on every position and flags where the evidence does not carry the claim.

StrategyA234 / 24h88%4% ovr$5.03/task

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.

Control Coverage70
Evidence Quality58
Override Discipline88
Data Integrity71
Recovery Readiness62
Cost Transparency62
Judgment Readiness74

People

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

headcount on this work8.36.0 FTE

Redeployed into data stewardship and evidence quality.

inference cost per unit$117

Lines running in this sub-function

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

7 clear2 evidenced0 held
SL1AAnnual Territory BuildAnalytical · 8 stations

Segment accounts

2 live

Model capacity

1 live

Draft territories

12 q

Balance load

21 q

Quota allocate

41 q

Leader review

2 q

Ratify

6 q

Publish

31 q

SL1BMid-year RebalanceAnalytical · 6 stations

Detect imbalance

39 q

Model shift

6 q

Comp impact

1 live

Draft delta

2 live

Approve

1 live

Release

39 q

SL1CCoverage Model PositionJudgment · 6 stations

Frame question

44 q

Gather evidence

13 q

Model options

1 live

Draft position

1 live

Challenge

40 q

Ratify

1 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.

SL1-POS-100

Coverage Model Position

Rejectedv4

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

Hold the ceiling at A2 for territory & quota planning. Segmentation and capacity math are fully agentic. Quota is a compensation commitment to named people, so the final allocation carries a human signature. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

64%

The challenge — Territory & Quota Planning Challenger Agent

Territory & Quota Planning Challenger Agent argues the recommendation leans on 5 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 11 percent for two consecutive months
  • ·Cost per territory 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 $47k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$232k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$934k to build controlsOverride 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$632k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Territory Design Agentratifier VP Sales Strategy3 stated assumptions
SL1-POS-101

Territory & Quota Planning Operating Position

Rejectedv1

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

Keep the repeatable territory 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

60%

The challenge — Territory & Quota Planning Challenger Agent

Territory & Quota Planning Challenger Agent argues the recommendation leans on 2 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 13 percent for two consecutive months
  • ·Cost per territory stops falling while volume keeps rising
  • ·A comparator publishes a materially lower unit cost on a like-for-like basis

Evidence gaps

  • ·No external comparator on a like-for-like unit definition
  • ·Exception cases under $44k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$468k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$1667k to build controlsOverride rate is 10 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$641k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Territory Design Agentratifier VP Sales Strategy3 stated assumptions

Policy register

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

RefRuleScopeOwner agentApproved byVersionStatus
SL1-POL-200

Territory & Quota Planning Decision Envelope

Agents in this lane may act without a human when the territory 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 · Global

envelopeQuota Policy AgentVP Sales Strategyv4.4Active
SL1-POL-201

Territory & Quota Planning 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 · US · Canada

evidenceQuota Policy AgentVP Sales Strategyv2.4Active