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MAKER & MACHINE · THE PEOPLE WHO MAKE AI MATTER
VOL I · NO 001

Graded2026-08-22

Graded · 2026-08-22 · Greg Isenberg (channel)

Marketing Agents Masterclass

We graded the marketing-agents masterclass. The stack is real. The demo is a shopping list. Receipts inside.

Greg IsenbergWatch on YouTube

TLDR. Watch it for the map. Ten to twenty creators, scrape the people who raise their hand, waterfall the cheap data first, never send from your real domain. Just don't believe the opener. He said you could stop the video and stand up two agents. He walked a whiteboard and then pointed at Graph.
Episode6.5/10
Usefulness7.1/10
Host · Greg Isenberg6.3/10
Guest · Cody Schneider6.8/10

Mixed Bag

What's actually being done

Look, the machine he describes is not fake. Cody Schneider walks a LinkedIn engager scrape. You pick 10 to 20 accounts your buyer already touches. Apify pulls the people who liked and commented. Then a waterfall of GetLeads, Apollo, Origami, Lead Magic, and MillionVerifier turns those profiles into emails and phones. Instantly and a pile of burner inboxes fire the cold email. HeyReach or BotDog fire the LinkedIn DMs. A webhook agent sits on Instantly and tries to book the demo. Infra number he actually said out loud: about $100 a month to send 10,000 cold emails, about $200 to get the sending stack on its feet.

Second machine is organic. You record a weekly interview, or you mine Slack and Gong, you write the posts with a cheap model, you schedule them across the team's LinkedIn accounts with Ordinal, and you feed the impression data back so the next round remixes the winners. He says he has posts he has run for two years, every 90 days, and they still hit. That part I believe. The great operators always found one boring thing that worked and ran it until the paint came off.

The Good

Here's the thing. Most of these episodes sell you a god in a box. Cody keeps trying to sell you a job. That instinct is worth stealing:

  • Engagement is the hand raise. Cold email is getting wrecked because the zone is full of slop. He looks for people already touching the topic, not a purchased job-title list. Firmographics tell you who they are. A like tells you they care this week.
  • Ten to twenty creators is enough. He says a handful of outliers cover about 80 percent of a niche. You do not need the whole internet. You need the posts everyone is already on.
  • Waterfall cheap first. GetLeads, then Apollo, then the expensive leftovers. He even walks the math: 50 LinkedIn URLs, 32 emails, 18 leftovers, 10 more, eight to the last tool. That is how a real desk spends money.
  • Never send from the company domain. Burner inboxes, separate from marketing, separate from password-reset mail, separate from the addresses the team actually uses. One 10,000-send tantrum from your real domain and you have a company that cannot reach its own customers.
  • Do not pay tokens to do an API call. Build the software once. Run it on cheap compute. Use the model when a human would have had to think. He is right about this, and it is the same lesson as the bagel episode, said cleaner.
  • Source material or it is slop. If you tell a model to write good LinkedIn, you get mid. If you pull it from a sales call or a real interview, you get a sentence a person actually said. LinkedIn is already flagging the other kind.
  • Remix the winners every 90 days. Prospect for ideas, publish, read the numbers, run the hits again. That is what a good social desk always did. He just said it without the romance.

The Bullshit

The opener wrote a check the demo could not cash. Greg told you that if you watch this, traffic and revenue become somebody else's problem.

so that whatever it is you're building, you don't have to worry too much about traffic, you don't have to worry about too much about revenue, and you can focus on building an incredible productThat is not a masterclass. That is a lullaby.

Two agents in the wild, he said. Cody promised you could stop the video and go set them up.

You're going to have two of these in the wild. I'm going to teach you everything that you need to know.Then, later, the quiet part.
It's hard to show code so I I didn't really do that today of like this is how you do itLook. The title is Masterclass.

Don't buy a course. He says he despises gatekeeping. Then the last minute is a vendor close.

Don't buy a course. Literally DM me. I'll teach you anything.Followed by:
If you want to deploy these exact agents that I talked about today, go to graph.com.They forward-deploy engineers, he says. That is a course with a staffing firm attached.

Fully legit, he said. Greg asked the only question that mattered on the scrape. Cody answered like a man who has said this on sales calls.

It is fully legit to get these emails.Two breaths later:
That whole piece is it's a whole other shady network.White hat on the buy. Shady on the source. Pick one and put it in the same paragraph.

The Contradictions

  • Promises two agents you can stop and deploy, then admits he did not show the code because it is hard. A masterclass that cannot show the work is a keynote.
  • Despises courses and gatekeeping, closes on Graph's platform plus forward-deployed engineers. That is the productized version of the thing he just told you not to buy.
  • Calls them marketing agents, then says the only real agent is a coding agent and everything else is software. Fine. Then stop selling the word agent in the title.
  • Says the emails are fully legit, then calls the data-broker layer a shady network, then reminds you he is not a lawyer. The roast writes itself.

The Grades

Greg Isenberg, host: 6.3. Greg asked two real questions. Is scraping these emails actually legal, and what makes this an agent instead of a Zap. Those are the right questions. Then he spent the rest of the night saying insane and letting the opener claim you can stop worrying about traffic and revenue. Last review I dinged him for not asking what the bagel made. This time the guest brought costs and he still let the fantasy sit in the cold open. Traffic cop with a few good instincts. Not an interrogation.

Cody Schneider, guest: 6.8. This is a real operator talking. The 10-to-20 creator rule, the waterfall math, the $100 inbox number, the don't-send-from-your-domain rule, the don't-pay-tokens-for-an-API-call sermon. I would steal all of that tomorrow. The miss is the promise. He said two agents in the wild, no gatekeeping, don't buy a course. He showed a tool list, skipped the code, and closed on Graph. Competent builder. Still selling the factory while he explains the factory.

Kill shotDon't buy a course. Buy the course's website.

Scores are opinions based on the published episode, backed by direct quotes. We grade the performance, not the person.

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