AI agent for production work

Production is the part of the work where an agent is genuinely faster than a person, and there is no reason to hedge about it: forty formats for every channel, a campaign run to schedule, fifty recordings laid out into a programme. What it executes, though, is a plan a person approved — and it does not rewrite that plan.

What a production agent does

Produces what the plan calls for: copy, formats for each channel, emails, pages, reports.
Runs a campaign against the approved strategy: launch, daily check, numbers by the reporting date.
Assembles a course or a programme from material that already exists — order, length, and the gaps.
Delivers a batch whole and on time, rather than one piece at a time when someone remembers it.
Puts every piece through a check before handing it over, and redoes whatever fails.

Processes that run themselves

A playbook isn't a button — it's a process with a condition that starts it. These three get set up most often.

The plan is approved

A person signs off a plan or a strategy

Break the plan into concrete pieces of work with dates
Gather what already exists: layouts, copy, recordings, past campaigns
Produce what is missing and run every piece through the check
Hand over the batch, flagging what still needs your eyes

A batch is due

Two days before a batch of deliverables is due

Show what is finished, what is in progress and what is missing
Finish everything that can be built from the material at hand
Ask you for what is missing as one list, not one question at a time
Assemble the batch in a single folder with names that read

A piece failed a check

A piece of work fails a check — yours or the checklist's

Record exactly what failed
Redo that alone, leaving the rest untouched
Run it through the same check again
Return it with a note of what changed

Where the agent stops

It executes the approved plan and does not change it. If the plan turns out not to work, it stops and says so — it doesn't rewrite it along the way.
Positioning and the creative idea stay with a person. The agent produces against them; it doesn't decide them.
On similar input it gives similar output. That's a property, not a fault — which is why repetition across clients and projects has to be checked for, and why the plan has to come from a person.
It won't hand over as finished anything it couldn't verify. Where a number, a source or a file can't be checked, that piece comes back marked instead of shipped.

Set up a production agentSetup is a conversation, 15–30 minutes

FAQ

Is an agent really faster than a person here?

Yes, and production is the one part of the work where we say that without hedging. A batch of formats that eats an evening comes together in minutes; a campaign runs to schedule rather than when someone gets to it. The gain is real precisely because the thinking is already done: you made the decision and it's written into the plan.

Why can't the agent make the plan as well?

Because similar material and a similar brief produce a similar decision. In execution that's an advantage — it's predictability. In strategy it's exactly what a client isn't paying for: agencies find it out when three clients out of six turn out to share a positioning. Execution scales with agents; the strategic half does not.

What if the plan turns out to be a bad one?

The agent says so and stops, rather than improving the plan on the fly. Otherwise you get work built to a plan nobody approved, and you find out at handover. Changing the plan is a separate decision, and it's always yours.

How do I know the batch is actually finished?

Every piece goes through a check before handover, and the result is visible: what was verified, what was redone, what the agent couldn't confirm. The last of those reaches you marked. It calls finished only what it confirmed — otherwise the check would be worth nothing.

Where this role shows up

Walkthroughs where a person approves the plan and the agent executes it.

Freelance & design