Sub-function
Sales Enablement
Owns enablement asset work end to end inside Sales. Runs 3 lines across 14 stations, drains the repeatable share into no shared tower, and holds 3 human gates.
Estate rating
A
80 / 100
Content assembly, scoring and tracking are fully agentic. Coaching is delivered by a manager because behavior change is a relationship, not a notification.
Agents
9
Lines
3
Units / wk
2,642
Timetable vs actual
21.2h → 17.3h
Cost / unit
$10
was $39
Run-rate saving
$3.8M
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.
Enablement Orchestrator
Owns the sales enablement lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.
ceiling A3 · escalates to Escalates to Director, Sales Enablement when the unit falls outside the decision envelope or confidence drops below the floor.
Skill Gap Agent
Executes the sales enablement step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Sales Enablement when the unit falls outside the decision envelope or confidence drops below the floor.
Content Assembly Agent
Executes the sales enablement step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Sales Enablement when the unit falls outside the decision envelope or confidence drops below the floor.
Certification Tracker
Executes the sales enablement step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Sales Enablement when the unit falls outside the decision envelope or confidence drops below the floor.
Call Coaching Agent
Executes the sales enablement step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Sales Enablement when the unit falls outside the decision envelope or confidence drops below the floor.
Playbook Agent
Executes the sales enablement step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Sales Enablement when the unit falls outside the decision envelope or confidence drops below the floor.
Onboarding Ramp Agent
Executes the sales enablement step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Sales Enablement when the unit falls outside the decision envelope or confidence drops below the floor.
Enablement Effectiveness Agent
Executes the sales enablement step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Sales Enablement when the unit falls outside the decision envelope or confidence drops below the floor.
Sales Enablement Challenger Agent
Adversarial reviewer for sales enablement. Argues the opposite case on every position and flags where the evidence does not carry the claim.
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.
People
What the humans stopped doing, and what they do now.
Roles held flat; released hours absorbed volume growth rather than headcount reduction.
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.
Sales Enablement Operating Position
Supersededv2Is 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.
confidence
67%
The challenge — Sales Enablement Challenger Agent
Sales Enablement 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 6 percent for two consecutive months
- ·Cost per enablement asset 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 $55k are sampled, not fully measured
| Alternative considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $67k run rate | Known and priced. Cedes ground if comparators move faster. | live |
| Raise the ceiling one level now | $1315k to build controls | Override 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 | $565k 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 |
|---|---|---|---|---|---|---|
| SL10-POL-200 | Sales Enablement Decision Envelope Agents in this lane may act without a human when the enablement asset 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 · EU · UK | envelope | Enablement Orchestrator | Director, Sales Enablement | v5.2 | Active |
| SL10-POL-201 | Sales Enablement 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 | evidence | Enablement Orchestrator | Director, Sales Enablement | v1.9 | Active |
| SL10-POL-202 | Sales Enablement 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, Sales Enablement owns the response clock. binds 6 agents · EU · UK | escalation | Enablement Orchestrator | Director, Sales Enablement | v5.3 | Active |