Sub-function
Content Studio
Owns content asset work end to end inside Marketing. Runs 3 lines across 17 stations, drains the repeatable share into the A2L tower, and holds 4 human gates.
Estate rating
A
77 / 100
Drafting, localization and optimization are agentic at volume. Nothing publishes under the company name without a named human clicking publish.
Agents
9
Lines
3
Units / wk
7,116
Timetable vs actual
15.8h → 18.3h
Cost / unit
$8.18
was $27
Run-rate saving
$6.8M
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.
Content Orchestrator
Owns the content studio 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, Content when the unit falls outside the decision envelope or confidence drops below the floor.
Content Brief Agent
Runs the repeatable portion of content studio inside the shared transaction spine at spine cost and spine controls.
ceiling A3 · escalates to Escalates to Director, Content when the unit falls outside the decision envelope or confidence drops below the floor.
Localization Agent
Runs the repeatable portion of content studio inside the shared transaction spine at spine cost and spine controls.
ceiling A3 · escalates to Escalates to Director, Content when the unit falls outside the decision envelope or confidence drops below the floor.
Long-form Drafting Agent
Executes the content studio step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Content when the unit falls outside the decision envelope or confidence drops below the floor.
Design Variant Agent
Executes the content studio step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Content when the unit falls outside the decision envelope or confidence drops below the floor.
Search Optimization Agent
Executes the content studio step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Content when the unit falls outside the decision envelope or confidence drops below the floor.
Fact Verification Agent
Holds the rules that bind every other agent in content studio. Versions them, tests them against live decisions, and blocks work that breaches them.
ceiling A3 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.
Content Policy Agent
Holds the rules that bind every other agent in content studio. Versions them, tests them against live decisions, and blocks work that breaches them.
ceiling A3 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.
Content Studio Challenger Agent
Adversarial reviewer for content studio. 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.
Redeployed into agent supervision, calibration and coaching.
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.
Content Studio Operating Position
Supersededv3Should content asset work stay in the shared transaction spine, or come back inside the function where the context lives?
Hold the ceiling at A3 for content studio. Drafting, localization and optimization are agentic at volume. Nothing publishes under the company name without a named human clicking publish. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.
confidence
62%
The challenge — Content Studio Challenger Agent
Content Studio 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 9 percent for two consecutive months
- ·Cost per content 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 $51k are sampled, not fully measured
| Alternative considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $269k run rate | Known and priced. Cedes ground if comparators move faster. | live |
| Raise the ceiling one level now | $1752k to build controls | Override rate is 6 percent; raising the ceiling before that settles imports the error into production. | rejected on evidence |
| Move the exception tail to the spine | $567k 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 |
|---|---|---|---|---|---|---|
| MK4-POL-200 | Content Studio Decision Envelope Agents in this lane may act without a human when the content 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 5 agents · LATAM · US | envelope | Fact Verification Agent | Director, Content | v2.0 | under review |
| MK4-POL-201 | Content Studio 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 · Global · EU | evidence | Fact Verification Agent | Director, Content | v4.3 | Active |
| MK4-POL-202 | Content Studio 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, Content owns the response clock. binds 5 agents · LATAM · US | escalation | Fact Verification Agent | Director, Content | v4.6 | Active |
| MK4-POL-203 | Content Studio Autonomy Ceiling The ceiling for this lane is 78 on the platform scale. Drafting, localization and optimization are agentic at volume. Nothing publishes under the company name without a named human clicking publish. The ceiling is a governance decision, not a technical limit, and only Director, Content can propose moving it. binds 5 agents · EU · UK · US | ceiling | Fact Verification Agent | Director, Content | v1.5 | Active |