daily nerdingMarketing engineers: the new 10x employee
Marketing engineers: the new 10x employee
For 20 years marketing ideas were cheap and shipping them was expensive. Every idea had to get through a brief, a designer, a developer, an analyst and a couple of meetings. Greg Isenberg's argument: agents broke that bottleneck, and the person who wires them into a machine is the biggest lever a growing company has right now.
Everything here is Greg's thinking, retold by FakeNerd. Start with the brain folder or jump to what to do this week.
The short version
- 01A marketing engineer is the person with the idea and the person who can build it, in one body. Part marketer, part builder.
- 02Every era of marketing made a test cheaper. Now one person can run dozens a day, and whoever learns fastest wins.
- 03Before any agent, build the brain: one folder that explains the business like a first-day onboarding.
- 04Then build six agents, one at a time. Guardrails go in the tools, not in the prompt.
- 05More tests only pay off if the ideas stay specific. Volume with thin context is just slop.
The best ones often don't start in marketing at all. Greg names founders, engineers, operators and solo builders.
Words on this page
Twelve terms, in plain words. Skip this if you already run marketing with AI agents.
- Agent
- An AI helper set up to do one job on its own, like reading sales calls or making ads. On this page every agent reads the brain folder before it does anything.
- Context
- What an agent knows about your business before it starts. Greg says that when agent output is bad, the problem is almost always the context.
- Slop
- Lots of generic AI output made on thin context. Many tests, weak insight.
- Markdown file (.md)
- A plain text file with light formatting. Every file in the brain folder, like voice.md or customer-fit.md, is one.
- Guardrail
- A hard limit on what an agent can do, like email access that can only draft or ads that launch paused. Greg says it belongs in the tool, because a rule in the prompt is only a suggestion.
- Closed-lost
- A deal that sales worked on and didn't win. The closed-lost agent rereads these to find the real reason and when to try again.
- CTR
- Click-through rate: the share of people who see an ad and click it. The creative agent kills any ad under 1%.
- Churn
- When customers stop paying and leave. Cheap customers who churn in 60 days look good on a dashboard and quietly lose money.
- Hook
- The opening line or first seconds of an ad or post. Greg tests hooks as free posts first and only pays to promote the winners.
- AI actors
- AI-made people who read your script on video, in dozens of languages. Greg names Arcads and HeyGen.
- Organic
- Posts you publish for free on your own accounts, as opposed to paid ads.
- CRM
- The system where a company tracks its customers and deals. Greg says most CRMs hold a pile of unfinished revenue.
Marketers are experimenters
Speed alone lands you in the slop corner. You need speed and specific ideas.
Experiments per week
Five eras, one trend
Each era made an experiment cheaper. Whoever runs the most good ones learns fastest.
Mad Men
1950s to 1990s
Print, TV, radio, billboards. Millions per campaign, results a quarter later. Ran on taste and gut.
A few a yearDigital marketer
2000s
AdWords (2000) and Facebook ads (2007) made every click countable. Life inside dashboards.
A few a monthGrowth hacker
2010s
Viral loops and A/B tests, like Hotmail's email footer and Dropbox's invite-a-friend storage. Every idea still waited on an engineer.
A few a weekAI-assisted marketer
2023
ChatGPT sped up copy and images. The org chart, the meetings and the six-week cycle stayed. Most teams are still here.
Better drafts, same paceMarketing engineer
Now
One person researches the customer, builds the page, makes the creative, wires the data and launches the test.
Dozens a day
The pile of gold you're sitting on
It's spread across different tools and people, and reaches a campaign maybe once a quarter.
What the company already knows
- Sales knows the same five objections, every week.
- Support knows which promises end in refunds.
- The founder knows strong opinions about the category, mostly in their head and a few podcast clips.
Small ideas that used to die in the backlog
- A pricing calculator for one niche
- A campaign built from yesterday's sales calls
- A note to forty old prospects the day the feature they asked for ships
Each once needed four people and two meetings. A marketing engineer does any of them in an afternoon.
Specific marketing got cheap. When specific is cheap, the company that understands its customer best starts winning.
Start with the brain
Ten agents on thin context give you a mountain of generic slop. The agents were fine; nobody onboarded them. So first build one folder that explains the business like you would to a sharp new hire, and have every agent read it before it does anything.
Greg's folder layout
- growth/
START-HERE.mdThe front door every agent reads firstcompany/customer-fit.md, offers.md, approved claimsevidence/Call transcripts, customer language, researchbrand/voice.md, founder-opinions.md, examplesworkflows/One folder per agent: instructions, scripts, checkscampaigns/One folder per campaign ID: brief, assets, resultsmeasurement/Metric definitions, experiment logdecisions/failed-campaigns.md, corrections, lessonspermissions/What each agent can do, approvals, spend limits
FakeNerd extra · make the empty folder
mkdir -p growth/{company,evidence,brand,workflows,campaigns,measurement,decisions,permissions}
touch growth/START-HERE.md \
growth/company/customer-fit.md growth/company/offers.md \
growth/brand/voice.md growth/brand/founder-opinions.md \
growth/decisions/failed-campaigns.mdThe three files that matter most
customer-fit.mdWho buys, who stays, who you can serve at a profit.
Be painfully specific. “Shopify stores doing $1M to $10M a year where the founder still does the books” gives an agent something to work with. “SMBs” gives it nothing.
voice.mdHow you sound.
Skip adjectives like “friendly but professional.” Paste three emails or ads you loved and two you rejected, with one line on why for each. Agents learn from examples.
founder-opinions.mdYour unfair advantage.
Competitors have the same models. Only you have your founder's takes on the category, the customer and the competition. Two hours of writing them down and the output starts to sound like you.
The one rule
Agents can add guesses to the folder. Only a human can turn a guess into company policy.
The six agents to build
One at a time. Six agents talking to each other on day one is how you spend a weekend debugging a group chat. Greg offers these as starting ideas, not a spec.
- 01
Customer language agent
Reads every sales call and support ticket and pulls out the exact words customers use for their problem.
Scheduling software for plumbers: owners keep saying they're tired of taking calls during dinner. That line is the ad, the headline and the sales opener. People buy the situation, not the feature.
Build this one first. Everything else feeds off it.
- 02
Buying trigger agent
Watches for events that create demand overnight: a second location, a funding round, starting to sell wholesale.
Before it suggests an account, it has to finish one sentence: this event creates this problem, and our product solves it this way.
If the sentence comes out mushy, the account waits. That filter is what makes outreach feel like good timing, not spam.
- 03
Search agent
Finds the questions people ask right before they buy and builds the most useful page on the internet for each one.
Every week, ask ChatGPT, Claude and Perplexity your buyers' questions and log which companies they recommend.
That log shows exactly where you're invisible.
- 04
Creative agent
Makes ads, launches them paused so a human hits go, and kills anything under 1% CTR.
Ask for different reasons to buy, not fifty versions of one headline. Name each ad after the idea it tests: “dinner angle beat price angle” is a lesson, “video_final_7 won” is trivia.
Decide what counts as a win before launch, or 200 ads give you 200 inconclusive experiments.
- 05
Closed-lost agent
Rereads every lost deal and records the real reason plus a reopen condition, like “needed SSO” or “competitor contract renews in March.”
The day SSO ships, everyone who asked for it gets a personal note that quotes their original call.
Greg's pick for the one that pays for everything else. Most CRMs hold a pile of unfinished revenue.
- 06
Performance agent
Writes a short memo every Monday where every line ends in a decision: keep, kill, change or test.
Wire it all the way through to profit, not clicks.
Cheap customers who churn in 60 days look great on a dashboard and quietly lose money.
One rule for all six
Put the guardrails in the tools themselves. Draft-only email access. Ads launch paused.
“Always ask me before sending” in a prompt is a polite suggestion, not a guardrail.
One brain, six agents, one loop
The whole system on one screen. The brain folder sits in the middle, the six agents around it, and the loop underneath carries results back in. Click an agent to see what it reads, what it makes and the guardrail on it. Click a file to see who uses it.
Click an agent to see what it reads and writes · click a file to see who uses it
Beside the six · the darker box is you
How results get back into the brain
- 01Read the brainEvery agent starts from the folder, not a blank prompt.
- 02Draft, pausedEmails stay drafts, ads launch paused. A human hits go.
- 03Run with an IDOne campaign ID on every link, ad, email and CRM deal.
- 04Monday memoEach line ends in keep, kill, change or test.
- 05Write it backResults, rejections and lessons go into the folder. A human makes them policy.
Follow one insight round the map
Four beats, using Greg's plumber example: one line from a sales call becomes an ad test, a Monday decision, and a lesson every agent reads next time.
Agent 1 of 6
More on the pageCustomer language
Reads every sales call and support ticket and pulls out the exact words customers use for their problem.
Plumbers keep saying they're tired of taking calls during dinner. That line is the ad.
Reads from the brain
- START-HERE.md
- workflows/
- permissions/
- evidence/
- company/customer-fit.md
Plus: Sales calls and support tickets
What it makes
A customer language report: the lines people actually say, ready to become an ad, a headline or a sales opener.
Writes back to
- evidence/
Guardrail · none named
Greg names no guardrail for this one. He says to build it first, because everything else feeds off it.
Customer language
Reads every sales call and support ticket and pulls out the exact words customers use for their problem.
Makes: A customer language report: the lines people actually say, ready to become an ad, a headline or a sales opener.
Guardrail: Greg names no guardrail for this one. He says to build it first, because everything else feeds off it.
reads START-HERE.md, workflows/, permissions/, evidence/, company/customer-fit.md · writes evidence/
Buying trigger
Watches for events that create demand overnight: a second location, a funding round, starting to sell wholesale.
Makes: Accounts worth contacting now, each with one finished sentence: this event creates this problem, and our product solves it this way.
Guardrail: If the sentence comes out mushy, the account waits. That filter keeps outreach feeling like good timing, not spam.
reads START-HERE.md, workflows/, permissions/, company/customer-fit.md, company/offers.md, evidence/ · writes campaigns/
Search
Finds the questions people ask right before they buy and builds the most useful page on the internet for each one.
Makes: One page per question, plus a weekly log of which companies ChatGPT, Claude and Perplexity recommend for your buyers' questions.
Guardrail: The log is the check: it shows exactly where you're invisible. Greg names no hard limit for this agent.
reads START-HERE.md, workflows/, permissions/, evidence/, company/customer-fit.md, brand/voice.md · writes measurement/
Creative
Makes ads for different reasons to buy, not fifty versions of one headline, and names each ad after the idea it tests.
Makes: Ads that launch paused, named like 'dinner angle beat price angle'. Anything under 1% CTR gets killed.
Guardrail: Ads launch paused so a human hits go, and what counts as a win is decided before launch.
reads START-HERE.md, workflows/, permissions/, evidence/, brand/voice.md, brand/founder-opinions.md, company/offers.md, decisions/ · writes campaigns/
Closed-lost
Rereads every lost deal and records the real reason plus a reopen condition, like 'needed SSO' or 'competitor contract renews in March'.
Makes: A reason and a reopen date for each lost deal. The day SSO ships, everyone who asked for it gets a personal note that quotes their original call.
Guardrail: Draft-only email access: it writes the note, a human sends it. From Greg's one rule for all six agents.
reads START-HERE.md, workflows/, permissions/, evidence/, company/offers.md · writes decisions/
Performance
Writes a short memo every Monday where every line ends in a decision: keep, kill, change or test.
Makes: The Monday memo, wired through to profit, not clicks.
Guardrail: Judge on profit, not clicks. Cheap customers who churn in 60 days look great on a dashboard and quietly lose money.
reads START-HERE.md, workflows/, permissions/, measurement/, campaigns/, company/customer-fit.md · writes measurement/, decisions/
Social engine
Tests hooks as free posts, turns one long piece into twenty clips, listens where people complain, and turns founder-opinions.md into a post a day.
Makes: Hooks that already took off (the only ones worth paying to promote), clips, carousels, and drafted replies.
Guardrail: Replies are drafted for you. You post them yourself, and you edit the founder's daily post before it goes out.
reads START-HERE.md, workflows/, permissions/, brand/founder-opinions.md, evidence/, brand/voice.md · writes measurement/
You, the human
Writes the first brain files, approves what the agents draft, and decides which lessons become rules.
Makes: Approvals and policy. Agents can add guesses to the folder; only a human turns a guess into company policy.
Guardrail: The guardrails live in the tools, so they hold even when a prompt is ignored. 'Always ask me before sending' in a prompt is a polite suggestion.
reads START-HERE.md, workflows/, permissions/, decisions/, measurement/ · writes company/customer-fit.md, brand/voice.md, brand/founder-opinions.md, decisions/, permissions/
The agents, what they make and their guardrails are Greg's. Which files each one reads and writes back to is FakeNerd's mapping onto his folder layout; he lists the folders, not the wiring.
Creative is the new targeting
Meta's ad system, Andromeda, reads the ad itself to decide who sees it. Your hook and visuals now do the job interest targeting used to.
What changed
- Lookalike ads get grouped, so fifty takes on one headline reach about as far as one ad.
- Winning ads burn out in two or three weeks.
- So the job is a steady stream of truly different ideas, which is what creative models are now good at.
Greg's underrated tactic
Use AI actors to test twenty scripts in a day, then pay real creators to film the winners. You get AI speed, a real person's trust, and you stay on the right side of platforms that require AI content to be labeled.
| Job | Starting from | Tools Greg names |
|---|---|---|
| Scripts for 8 to 12 distinct concepts | your customer language report or a moodboard | A frontier model like Claude or GPT |
| Images from your real product photos | product shots | Nano Banana and similar |
| Scripts into video | the winning scripts | Veo, Sora, Kling |
| AI actors reading your script, in dozens of languages | one script | Arcads, HeyGen |
The stack, by job
Tools change every few months. Learn the categories.
How the top 1% pull away
Six habits Greg sees in the best marketing engineers.
- 01
Build decision tools
A box-size calculator that cuts a shipping bill. A migration checker that shows what moves over cleanly. Once six-month projects, now a scrappy week. Buyers bookmark them and come back when they're ready.
- 02
Market to the influencers
The accountant who recommends software to forty clients, the agency that picks tools for its customers. Each gets its own campaign with exactly what they need to say yes.
- 03
Fix acquisition inside onboarding
Sometimes the ads work and new customers churn because week one is confusing. An agent reading onboarding tickets can beat your next ad set.
- 04
Connect clicks to revenue
Give every campaign an ID and carry it everywhere: links, ad names, email sequences, CRM deals. Most companies have clicks by campaign and revenue by customer, and can't join them. Whoever does owns the best dashboard in the company.
- 05
Keep the customer's words alive
A sharp insight goes through a summary, a brief and five rounds of edits and comes out sounding like every other ad. Attach the original quotes to every campaign so every agent sees them.
- 06
Get better every week
Every rejection gets a written reason, saved where the next run will see it. If you spend all day fixing agent output, the problem is upstream, and it's almost always the context.
Start this week
One move for each kind of reader.
If you're a marketer
Build the customer language agent and run it on your last 20 sales calls.
If you're a engineer
Sit in on five sales calls, then build a calculator for one customer segment.
If you're a founder
Block two hours this weekend and write founder-opinions.md. Every agent after that gets sharper.
Greg's bet: the next decade goes to whoever understands their customer best and acts on it fastest. By 2028 he expects the best marketing teams to be one or two marketing engineers running dozens of agents. Want more? He did a full episode on it.
FakeNerd's take
The folder is the real advice
The brain folder costs an afternoon and no subscriptions, and every agent after it depends on it. If you do one thing from this page, write customer-fit.md, voice.md and founder-opinions.md. They help the humans on the team too.
Skip the stack for now
Twenty tools across nine jobs is a shopping list, not a plan. Greg says himself to learn the categories. Start with one agent workspace and your own sales calls; the video and AI-actor tools can wait until something is worth scaling.
Told, not shown
This is an essay. No agent gets built on screen and no results are shared. “Dozens of tests a day” and the 2028 team of one or two are Greg's predictions, and he calls the six agents starting ideas, not a spec.
Built for a company with data
The closed-lost and performance agents need deal history, a CRM and revenue you can trace. A solo builder or a beginner won't have much of that yet. Start with the customer language agent on whatever conversations you do have.
Read the tool picks lightly
The letter came with a sponsored event block and a promo section, which we cut. His Arcads link carried an affiliate tag, which we removed. That doesn't make the advice wrong, but the named tools are one option each, not a verdict.
Related on this site: Nicolas Cole's digital brain, voice and approved language without slop, close to voice.md. Inside a company brain, one shared memory a whole team's agents read from. The Agency, ready-made agent personas, marketing included, if you'd rather start from someone else's.
Attribution
- All ideas, examples, the folder layout, the six agents and the tool list are Greg Isenberg's, from “The new 10x employee (and 99% of companies don't have one)”, Greg's Letter, Oct 5, 2026. FakeNerd retold and regrouped it. Subscribe to get the original.
- The experiment-frontier and five-eras panels are FakeNerd rebuilds of Greg's own sketches (gregisenberg.com).
- Podcast: Marketing Engineer: The $1M Job with AI Agents · The Startup Ideas Podcast on YouTube, Apple, Spotify
- Greg Isenberg: X · gregisenberg.com
- The one-line folder setup command is FakeNerd's addition.
The social engine
Organic social is the cheapest creative testing lab ever invented.
Test hooks for free
Post ten hooks as organic TikToks, Reels or X posts. Only put ad money behind the ones that take off.
One long piece into twenty
A podcast, webinar or founder rant on a walk becomes a month of clips (Opus Clip). Carousels built from the customer language report are easy to make and get saved a lot.
Listen where people complain
Point an agent at Reddit, X and competitors' reviews. It reports the week's complaints and drafts helpful replies that you post yourself.
Put the founder to work
When every brand can generate content, a real person with real opinions is the scarcest thing on the feed. Turn founder-opinions.md into a post a day that you edit and publish.