5day.io Playbook

Restructuring Your Marketing Ops Around AI Agents

The hiring manual for your first AI team members.

For heads of marketing running in-house teams
Scroll to begin ↓
Read this first

This playbook assumes your team already uses ChatGPT or Claude, just without any system around it. If nobody on your team has touched AI yet, start at Chapter 3 instead and come back to Chapter 1 in a month.

00Introduction

AI is Already in The System

Right now, someone on your team is pasting a half-written brief into a chat window. Someone else is on their fourth attempt at the same email. A third person built something genuinely clever last Tuesday, and nobody else will ever see it.

You don't have twelve people using AI. You have twelve people quietly running twelve private agencies.

Each one hired their own freelancer without a brief or standards. And when that person leaves, everything they figured out walks out with them.

This playbook treats AI agents like team members you hire, onboard, brief, review, and sometimes let go. You already know how to run people. Here we'll see how to run agents.

—Getting started

How to use this

  • Read it end to end once. It'll take about 40 minutes
  • Then work chapter by chapter. Each one takes one to three hours
  • Every chapter ends with one artifact. It works best if you produce it alongside
  • Don't skip Chapter 1 even if it seems familiar
Point to note

Nothing here requires you to be technical, buy a platform, or hire anyone. Every output in this playbook is a document, an owner, and a review date.

The seven chapters at a glance:

1
Take Attendance
2 hours
2
Write the Job Descriptions
2 hours
3
Onboard Them
90 minutes
4
Brief Them Properly
2 hours
5
Review Their Work
1 hour
6
Run Performance Reviews
1 hour
7
Write the House Rules
45 minutes
01Chapter 1

Chapter 1 — Take Attendance

Before you change anything, find out what's already happening.

Why this comes first

You can't restructure something you haven't looked at.

Instead of assuming what the team uses AI for, audit it. The audit almost always shows something more you did not know your team was doing with AI.

The approach

Treat it like a shadow IT audit with the blame removed. You're collecting data, not policing. Say that out loud before you send anything.

Execution steps

  1. Send a five-question anonymous form. Give people three days
  2. Pull last month's shipped work. Mark what was AI-assisted
  3. Sort everything into four buckets: works well, waste of time, quietly risky, surprisingly good
  4. Name the person behind each "surprisingly good" find. They become your first agent owner
The five questions
  • What did you use ChatGPT or Claude for in the last two weeks
  • Which of those saved you time
  • Which one did you throw away
  • Did you paste in anything from a customer, a contract, or a client document
  • What do you wish it could do that it can't yet
✓
Your output

A one-page inventory. Four columns: task, who does it, how often, verdict.

02Chapter 2

Chapter 2 — Write the Job Descriptions

Pick which jobs go to agents and which ones don't.

Why this matters

An agent gets a job, not a topic.

"Content agent" is not a job. "Case study first-drafter" is. The difference shows up in every output you get.

What most teams get wrong

  • Starting with the most exciting job instead of the most repetitive one
  • Handing over work nobody can check, like positioning or strategy
  • Writing roles so vague that two people would use them completely differently
  • Trying to launch six at once, then abandoning all six

The correct approach

Run every candidate task through four questions. All four have to be yes.

The questionWhy it decides things
Does this happen weekly or more oftenBelow weekly, systematizing costs more than it saves
Do you produce several versions of itVolume is where agents pay off
Would two smart people produce roughly the same answerIf judgment varies a lot, keep it human
Can someone spot a bad version in under two minutesIf you can't check it, you can't ship it

Execution steps

  1. List every recurring task from your Chapter 1 inventory
  2. Score each one against the four questions
  3. Keep only the tasks that score four out of four
  4. Pick three of them
  5. Write a one-paragraph job description for each
The job description template
  • Job title, make it specific
  • What it produces
  • What it never touches
  • Who owns it, by name
  • What good looks like, in one sentence
Write the stays-human list too

This list protects your team more than the agent list does. Say it explicitly:

  • Positioning and pricing
  • Anything with a real customer's name in it
  • Crisis communication
  • First-time creative territory, where there's no pattern to follow yet
✓
Your output

Three job descriptions plus one stays-human list. One page total.

03Chapter 3

Chapter 3 — Onboard Them

Everything an agent needs to know before it does anything useful.

Why this matters

Your team is re-explaining the company in every single prompt.

That's the hidden tax on ad-hoc usage. Ten people, ten slightly different versions of who you are, typed fresh every time. A context pack ends that.

What most teams get wrong

  • Keeping brand voice in a PDF
  • Writing context for humans instead of for use. "We're passionate about innovation" teaches nothing
  • Never updating it, so it slowly becomes fiction

The correct approach

Five files. One page each. Boring, specific, and reused everywhere.

FileWhat goes in it
Who we sell toJob titles, what they care about, what they've already tried and dropped
How we soundTen sentences you would write. Ten you would never write
What we sellA plain description with the positioning language stripped out
ProofReal numbers and the customer names you're allowed to use
What good looks likeThree pieces you were proud of, three you weren't, one line each on why

Execution steps

  1. Block 90 minutes with the two people who know the brand best
  2. Write the voice file first. It's the hardest and by far the most valuable
  3. Cap every file at one page. If it runs long, you're describing instead of showing
  4. Put all five in one folder everyone can reach
  5. Add a quarterly review date and one named owner
The voice file trick

Don't describe your voice. Show it. Ten sentences you'd write, ten you'd never write.

Adjectives like "friendly" and "confident" mean nothing to an agent, and honestly not much to a new copywriter either. Examples work. Patterns get copied.

✓
Your output

Five precise files in a shared folder, with a named owner and a review date on the folder.

04Chapter 4

Chapter 4 — Brief Them Properly

One brief format. One place where prompts live.

Why this matters

When every person briefs differently, output quality tracks who asked rather than what was needed.

What most teams get wrong

  • Prompts live in private chat histories, so good work can never be reused
  • Writing longer prompts and hoping for results
  • Nobody writes down what worked, so the same discovery gets made four times
  • Buying a prompt management tool before they've written ten prompts worth keeping

The correct approach

A brief is a brief. It's the same thing you'd hand a freelancer, or an AI.

LineWhat you write
JobWhich agent role this goes to
AudienceWho reads this
GoalWhat should happen after they read it
Must includeFacts, numbers, links
Must avoidTopics, claims, phrases
Done looks likeLength, format, and one example

Execution steps

  1. Write the six-line format on one page and share it
  2. Start a shared prompt library. A single doc is fine. Don't buy anything yet
  3. Give every entry a name, a purpose, the prompt itself, an author, and a last-updated date
  4. Set one rule: if you use a prompt twice, it goes in the library
  5. Every month, delete anything unused for 60 days
  6. Name a librarian. It's a 20-minute-a-month job, not a role
Naming convention

Role, then task, then version. For example: "Newsletter drafter — weekly issue — v3." Dull names are findable names.

✓
Your output

A one-page brief template and a prompt library with a named librarian.

05Chapter 5

Chapter 5 — Review Their Work

The chapter that stops quality collapsing when volume goes up.

Why this matters

Reviewing everything kills your time savings. Reviewing nothing is how a wrong number reaches a customer.

The answer is three lanes, and every workflow sits in exactly one of them.

What most teams get wrong

  • Making review a feeling instead of a checklist, so it varies by who's tired
  • Letting the person who wrote the brief also approve the output
  • Treating review as a bottleneck to remove rather than the thing that makes speed safe

The three lanes

GreenShips with no review

Internal summaries, meeting notes, first-pass internal drafts

AmberOne person, five minutes, against the checklist

Social posts, email variants, ad copy from approved concepts

RedNever ships unreviewed. Second person approves

Anything with a number, a customer name, a claim, a price, or a byline

If it has a number in it, it's red. That single rule prevents most of the damage teams do to themselves.

The amber checklist
  • Is every fact and number traceable to a source we own
  • Does it sound like the voice file
  • Does it say something specific, or could any competitor publish it word for word
  • Is there a clear next step for the reader
  • Would you put your own name on it
Red lane extras
  • A second person approves, and it can't be whoever wrote the brief
  • Every statistic gets its original source linked, not a link to an article quoting it
  • Customer names get checked against what you're contractually allowed to say

Execution steps

  1. Take your three agent jobs and assign each one a lane
  2. Write the amber checklist on one page
  3. For red lane work, name the approver by name rather than by job title
  4. Set a promotion rule: three clean months moves something from amber to green
  5. Log every miss in one line. What shipped, what was wrong, which lane it was in
✓
Your output

A one-page lane chart and the amber checklist.

Running this in 5day.io

Lanes become approval steps in the workflow. Red-lane tasks can't be closed until the named approver signs off, which makes the gate structural instead of a reminder somebody forgets on a busy day.

06Chapter 6

Chapter 6 — Run Performance Reviews

Four numbers, checked monthly, on one page.

Why this matters

Output volume alone tells you nothing. More content was never the goal.

The four numbers

NumberWhat it tells you
Rework rateOf the AI-assisted work, what share needed a substantial rewrite. Aim for under 30 percent. Climbing means your context pack or your briefs have gone stale
Cycle timeBrief to published, compared against your baseline
Volume per personOnly meaningful when you read it next to rework rate
Reclaimed hoursWhat people now do that they never had time for before

Rework rate is the one that matters. If it's climbing, your system is decorative.

Execution steps

  1. Before you start any of this, measure cycle time on five recent pieces. That's your baseline
  2. Add one field to every task: substantial rewrite needed, yes or no
  3. Count them monthly. It takes about 20 minutes
  4. Put the four numbers on one page and share it with the whole team
  5. Kill anything sitting above a 50 percent rework rate for two months running
The kill rule

Most teams add and never subtract. Write the kill rule down before you need it, because in the moment there's always a reason to keep something alive one more month.

✓
Your output

A one-page monthly scorecard.

07Chapter 7

Chapter 7 — Write the House Rules

One page. Deliberately boring. Signed by everyone.

Why this matters

If you haven't written the rule down, the rule is whatever each person guesses it is.

What most teams get wrong

  • Writing a twelve-page policy that nobody finishes
  • Writing nothing at all, then being surprised by what people assumed
  • Focusing on which tools are allowed instead of which data is allowed
  • Skipping the part about what happens when something wrong ships

The five sections

SectionWhat it covers
What never goes inCustomer data, contracts, unreleased pricing, anything under NDA, employee information
Where the work happensThe approved accounts. Free personal accounts are not approved
When you say soYour disclosure rule. Pick one and write it down plainly
Who's accountableThe person who ships is accountable. The agent isn't a defense
When it goes wrongWho to tell, in what order, and how fast

Section one is the section that matters. Read it aloud in a team meeting.

Execution steps

  1. Draft it in 45 minutes. Resist every urge to make it longer
  2. Read section one aloud in a team meeting
  3. Get everyone to acknowledge it once, in writing
  4. Re-read it every six months
  5. Add a line for every incident you have. That's how it stays real instead of ceremonial
A note on disclosure

Disclosure expectations vary by market and they're still changing, particularly if you sell into the EU. Check what currently applies to you before you set your rule, and when you're genuinely unsure, disclose.

✓
Your output

A signed one-page policy, stored where the work happens.

—Summary

The Whole Thing on One Page

Print this. Stick it somewhere annoying.

ChapterWhat you produceRoughly
1. Take attendanceA one-page inventory of what's already happening2 hours
2. Write the job descriptionsThree agent jobs and one stays-human list2 hours
3. Onboard themFive one-page context files with an owner90 minutes
4. Brief them properlyA six-line brief format and a prompt library2 hours
5. Review their workA three-lane chart and the amber checklist1 hour
6. Run performance reviewsA one-page monthly scorecard1 hour
7. Write the house rulesA signed one-page policy45 minutes
—Point worth noting

Point worth noting

Here's one more thing worth sitting with. The point of restructuring around agents is not to produce more. It's to move your team's hours toward the work only they can do. If your reclaimed hours go into making more of the same thing, you've automated a treadmill.

Decide now what those hours are for. That decision is worth more than any of the seven documents.

Keep the whole system in one place

Jobs, owners, briefs, review gates, and the numbers all belong next to the work. That's what 5day.io is built for.

Run your agents like a team.

Jobs, owners, briefs, review gates, and the numbers — all next to the work. That's what 5day.io is built for.

Start free at 5day.io →
5day.io · Playbook Series