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Leave with a marketing system that runs.

Black Friday offer: 25% off, already applied. A year of CXL, November sprint and January cohort included.

CXL cohort participants on a live call building an author-enrichment workflow together, with a testimonial from Kerry McDonough, Marketing Executive

From CXL, trusted by 90,000+ marketers at companies like these:

GoogleShopifyAdobeCiscoHubSpotSpotifyAmazonMicrosoft

New marketing tools have always created new marketing jobs.

Google Analyticscreated the web analyst.
Marketo and HubSpotcreated marketing ops.
A/B testing toolscreated the optimization specialist.

Each time, the marketers who learned to build with the new tool first got the title, the budget and the raise.

AI agentscreated the marketing engineer.

AI agents are the biggest new tool marketing has had. This time the job it creates isn’t a channel. It’s the whole stack: any task that runs by hand can now run as a system.

Most teams haven’t noticed the shift.They use AI mainly for prompting. Everything else still waits on someone.
A few marketers already build systems.They turned a weekly report into a report agent, and built pages for 50 target accounts overnight.
You might already be a marketing engineer.If you’ve built a Zap nobody requested, rebuilt a broken dashboard or wired n8n into a team workflow, your work has outgrown your title.
Companies now have a name for the role.Marketing ops keeps the stack running. A marketing engineer builds on top of it.
We’ve seen this before with CRO.CXL trained the first wave of conversion optimizers when CRO was nobody’s job title. Now it’s a role on every serious growth team. Marketing engineer is next.See CXL certified optimizers on LinkedIn
Marketer+ AIDesignerDeveloperData analystCopywriterSEO specialistRevOps

Today a landing page waits on a designer and a lead-routing fix waits on engineering. A marketing engineer builds both with AI, the same week, on the CRM and GA4.

Share of the 456 job ads that ask for each skill, and what you learn
AI agents and LLM workflows88%You learn to build a Marketing Brain, campaign engine and reporting agent
Marketing skills: paid, lifecycle, ABM, demand gen82%You learn to turn your customer and voice into campaigns from one brief
Measurement70%You learn to build a reporting agent that puts a number on your work
Code: Python, APIs, Claude Code68%You learn to use Claude Code and MCP, no hand-coding
Automation platforms like n8n55%You learn to wire n8n to your tools
Data: SQL, CRM, warehouse55%You learn to connect your ad platforms, GA4, CRM and email
Prompt libraries, knowledge bases and evals38%You learn to build your Marketing Brain and score drafts against it

Black Friday offer: 25% off, already applied. A year of CXL, November sprint and January cohort included.

Sprint, 10 to 12 November

Workshops run Tuesday to Thursday at 3 PM UTC (10 AM ET, 4 PM CET).

Tuesday 10 November, 3 PM UTCLayer 1: Marketing BrainBuild the context layer every later workflow reads: your customer, positioning, voice and proof in a GitHub repo, wired into Claude Code and n8n via MCP.CXLDiane WireduDesigned with Diane Wiredu, built with CXLContext
Wednesday 11 November, 3 PM UTCLayer 2: Campaign engineBuild the brief-to-campaign workflow: one brief in, emails, social and sequences out, every draft scored against your sources and brand voice.CXLTyler DurmanDesigned with Tyler Durman, built with CXLCampaigns
Thursday 12 November, 3 PM UTCLayer 3: Reporting agentBuild the agent that puts a number on your work: it reads your ad platforms, GA4, CRM and email, then posts what changed and what to do.CXLNick ChristensenDesigned with Nick Christensen, built with CXLMeasurement

What members built, and what they said.

Demos and quotes from the community, build by build.

Derek Miller
Built on a live GTM campaign at work

“I completed my campaign engine setup for a small c real-world GTM campaign that I was working on for my job this week and presented it to my boss today… and he loved it!”

Campaign engine

Victor’s campaign engine demo
Victor
B2B eCommerce platform

Sales signed off the target in writing before the brief passed Gate 1. Five review rounds took the drafts to 87% and 96%.

Campaign engine

Alejandro Serrano
Alejandro Serrano
Co-Founder, Feral MKT

“That alone used to take me a whole day working in AI-assisted mode (more days without AI), since I had to write all the copy from scratch because I didn’t like what Claude used to give me. This time it took me about an hour.”

Campaign engine

Ken Fleischer
Ken Fleischer
Fractional CMO & GTM Strategist

“I fixed the site and Crunchbase last week and reran Build 1 this morning with the same questions, tools and judge. Accuracy went from 53% to 71%, and wrong answers went from three to none.”

AI visibility tracker

Manuela’s Campaign Engine demo
Manuela
Social club for people 60+, pre-launch

A paid first dinner, to test whether older adults will pay for it themselves. All four channels reached ship after 9 fixes.

Campaign engine

Shannon Annarella
Shannon Annarella
Senior copywriter, elective healthcare agency

“I was really impressed with how it handled the copy, including adding a medical compliance check due to the industry I work in … I loved all of the quality checks and scoring, since I usually do that type of QA work manually.”

Campaign engine

Tegan Heneke
Freelance Marketing Executive

“Currently I’m pulling reports from GA4, SourceWhale and Linkedin manually and giving it to Claude to create a dashboard for me so this (if I can get LinkedIn connected) will change that (Yay!)”

Reporting agent

Ilaria’s Campaign Engine demo
Ilaria
Clinic management software

A campaign to win 50 demo or trial requests in 7 weeks: five channels, all drafted and through Gate 2.

Campaign engine

Natalia
Natalia
E-commerce & Brand Strategist

“I built a visual plugin on top of your Marketing Brain, two actually: Visual Brain for the brand’s visual direction and Product Visual for product image storyboards … I put my own brand through it and it already gives me something I can work with.”

Own plugins on Marketing Brain

Kerry McDonough
Kerry McDonough
AI-Forward Marketing Executive

“I was in your workshop 12 hours ago. I already have a workflow live… I feel like a freaking WIZARD!”

Last cohort

Carolin’s marketing brain demo
Carolin
Fractional CMO practice, launching

Tested a new fractional CMO offer on her own website, using public data only.

Marketing Brain

Attallah Wilson
Attallah Wilson
Marketing Communications Manager, TXI

“Connecting my systems made the biggest difference. Pulling deals straight from our HubSpot CRM, plus Semrush data on our content, gave the ICP and the messaging real evidence instead of guesses.”

Marketing Brain

Ben Shenk
Ben Shenk
Director of Messaging

“Being able to identify valuable work to be done, build a workflow/agent to do it effectively and consistently, and deploy it across my team will be a skill that sets my team and I apart within the org.”

Workflows

Murillo’s marketing brain demo
Murillo
Marketing agency for health clinics

Ran the brand book through it: every claim about the buyer came back tagged hypothesis or blank.

Marketing Brain

Ekaterina Speckbacher
Growth Marketing Manager

“I built it on my own data, so I had to hide them. It worked pretty smoothly. I’m lucky that we use HubSpot for everything, so the integration was straightforward.”

Reporting agent

Shekhar Vaidya
Head of Digital Marketing

“Fix the brand’s own pages first (one sentence on one page is wrong on every tool), then earn the unbranded recommendations.”

AI visibility tracker

Ignacio Basello
Ignacio Basello
Content Strategist

“This course got me to take writing instructions seriously and tailor them to how I work. Before, I was mostly just chatting with AI. Now I’m trying to build actual workflows.”

Workflows

Enmanuel Saavedra
Took the personal OS workshop

“Months ago, I took the workshop of the second brain (personal OS) at CXL in the past and helped to all my team to adopt it as well. It was a game changer.”

Earlier workshop

Maddy L
B2B ABM marketer, SaaS

“A challenge that we have internally: if somebody asked me for a campaign I ran three years ago … we do not have a single source of truth/location to satisfy that question … I like that this brief could help with our internal challenge”

Campaign engine

Alfonso von Ziegler
Alfonso von Ziegler
Founder, Mesh Creative Studios

“Biggest learning: the review forced me to stop claiming things I hadn’t proven yet.”

Campaign engine

Certified on your build and its defense in the community, not attendance.

How the sprint works

One system, a layer a workshopThree workshops, one build. The January cohort, included in your year, adds the rest.
Read more about dates and enrollmentShow less
  • Workshops on Tuesday 10, Wednesday 11 and Thursday 12 November 2026, 3 PM UTC
  • The week before. On-demand prep and your AI workspace setup, with technical assistance from the CXL team
  • One group, start to finish. You build on your own company’s data, or on a sample company if you can’t use it
An average of 1 hour a day for 2 weeksPrep in the week before, then three 90-minute live workshops with building in between.
Read more about your weekShow less
  • 90 minutes. The live session: a guest builder or a CXL instructor opens that day’s layer
  • In between. You build that day’s layer on your own system
  • No hand-coding. You describe what you want, AI writes the code and the SQL, you check the result
Never stuck aloneTechnical assistance from the CXL team, and the community, all year.
Read more about how support worksShow less
  • The community is always open and we are in it with you, so a stuck build gets unstuck instead of abandoned
  • Technical assistance from the CXL team covers setup support and code review
  • Guest builders and experts help us design, review and build these systems
  • Every session is recorded, so a missed workshop is a delayed one, not a lost one

Everything included

StartTuesday 10 November
TimeAn average of 1 hour a day for 2 weeks
OutcomeThe first three layers of a working system on your own stack
Black Friday offer

A year of CXL for $1,199

25% off the usual $1,599.

  • The November sprint
  • The January cohort and certification
  • Every future cohort in your year
  • The community, 80+ on-demand courses and every minidegree

Black Friday offer: 25% off, already applied. A year of CXL, November sprint and January cohort included.

Copy this to your manager

Open as an email

Subject: CXL Marketing Engineer certification

I would like to take CXL's Marketing Engineer certification. It starts with a live sprint on 10 to 12 November, an average of 1 hour a day for 2 weeks with prep the week before, and includes the 8-week January cohort. I would build one marketing system on our own CRM, GA4 and ad accounts that runs unattended for 14 days, and be certified on the build and its defense in the community, not attendance. Everything I build stays with the company. It is $1,199 until 10 January, 25% off, and includes a year of cohorts, system updates, the community and 80+ on-demand courses. Details: https://cxl.com/institute/ai-native-marketer/

Black Friday offer: 25% off, already applied. A year of CXL, November sprint and January cohort included.

Hesh Fekry

President @ CXL

4x’d efficiency & leads CXL’s growth, experimentation & product. Trained 25k+ marketers with 80+ courses, 4000+ blogs & playbooks.

Peep Laja

Founder @ CXL, Wynter and CXL Agency(now Speero)

Leading voice on positioning and messaging: why B2B buyers pick one company over another. Made his name in conversion optimization, where he created the ResearchXL and PXL frameworks. Three times founder with the scars to prove it.

Diane Wiredu

Founder @ Lion Words

Built messaging systems for 64+ clients, helped Dash double MRR in 6 months, and increased AMI’s qualified leads by 70%.

Tyler Durman

Founder @ Ignition Growth Consulting

Fractional Head of Growth for B2B SaaS from Seed to Series C; at data.world, beat his MQL goals eight quarters in a row.

Nick Christensen

Head of Marketing @ AppSumo

Scaled AppSumo’s paid growth engine from $7M to $90M. Helps you fix tracking, lower CAC, and grow paid acquisition.

Ann Smarty

Co-founder @ Smarty.Marketing

Built a 4K+ SEO-for-AI community in 7 months; her agency’s campaigns reached #1 in LLM citations, 1.1K keyword rankings, and 6.2K organic traffic.

When does it start, and how much time does it take?

The sprint runs Tuesday 10 to Thursday 12 November 2026: three 90-minute live workshops at 3 PM UTC. Plan on an average of 1 hour a day for 2 weeks: prep the week before, then the workshops and building in between. The January cohort, included in your year of access, starts in January 2027 and runs 8 weeks.

Who is it for?

Marketers with at least 2 years in ops, growth, demand gen or content who want to build what marketing engineer roles ask for, in their current job or the next one.

Do I need to code?

No hand-coding. You describe what you want, AI writes the code and the SQL, and you check the result. Checking is a skill the program teaches, from schema-validated output in week 3 to sanity-checking AI-generated numbers in week 6.

Come with a working laptop and admin rights on the tools you want to connect. You build on your own data, over MCP connections, the standard way AI tools connect to other software. You decide what gets connected and what does not.

What do I build?

In the sprint, layers 1 to 3: a Marketing Brain, a campaign engine and a reporting agent. The January cohort completes the system, a layer a week: a context repo, n8n workflows, LLM steps with evals, and a capstone in one of three tracks. Campaigns goes from brief to reviewed campaign. Content goes from brief to checked draft. AI visibility tracks how ChatGPT, Gemini and Perplexity answer about you, and fixes what they get wrong. On top of it you build a deployed app, a reporting layer and personalization for 50+ target accounts.

How do I get certified?

Certification comes at the end of the January cohort. You pass on seven criteria. It runs unattended for 14+ consecutive days, with 90%+ of runs successful. Its output meets the eval threshold you set in week 1. The result is measured honestly against your baseline. The app and the personalization batch both work. An approval step and a cost cap are set. An assessor can run it from your README. And you defend it in the community, answering the reviewers’ questions.

Show measured improvement over your baseline and you earn the credential with distinction. One resubmission is allowed within 30 days.

What is the defense?

You post your build in the community with a short readout of what your system does and what it moved. Reviewers ask questions in the thread and you answer them. It is the closest thing to a hiring manager asking you to walk them through your work.

How do I prove a system like this is worth it?

A marketer on Reddit asked it directly: “revenue metrics? Calls booked?” The reporting agent on day 3, then week 6 of the January cohort, answer it on your own data: baseline against now, tied to pipeline or hours saved, written up by a weekly report agent. That number headlines your certification.

Is a marketing engineer just marketing ops with a new name?

There is overlap, and the best ops people already work this way. The difference is what you can show: a system you built, running on your own customers and channels, that you can demo and fix. That is what marketing engineer job ads screen for, whatever the title on your CV.

Can I use my company’s data?

Yes, that is the default. You build on your own customers and channels, over connections you control. If you cannot use company data, a sample company dataset is ready for you.

Does the sprint count toward the certification?

Yes. The sprint builds three layers of this system: the Marketing Brain (week 1), the campaign engine (week 4, campaigns track) and the reporting agent (week 6). You start the January cohort with them already built.

What does it cost?

$1,199 until 10 January, 25% off the usual $1,599. It includes this sprint, the January cohort and future cohorts, every update to the systems, a year in the community, and 80+ on-demand courses and every minidegree on the marketing behind the systems.

How is this different from other marketing engineer courses?

Most teach one vendor’s tool and certify attendance. This one is vendor-neutral, 8 weeks deep, and graded on a system that runs in production, defended in the community.

How is this different from asking ChatGPT?

ChatGPT answers questions. Here you build a system: one that runs on your own customers and channels, that an assessor checks, and that you defend in the community before it counts. ChatGPT will help you do a task faster. It will not run your workflow unattended for 14 days, or check that its output can be trusted at scale.

Can my company pay for it?

Yes. Use the email on this page to send your manager the details. Everything you build runs on the company’s tools and stays with the company.

About CXL

What is CXL?

CXL is a B2B marketing training company focused on AI and conversion optimization. Marketers learn by building real work with live guidance from practitioners.

Does CXL offer AI training for B2B marketers?

Yes. AI for B2B marketing is CXL’s main focus: building AI workflows and agents for research, content, campaigns and reporting, plus visibility in AI search.

Where can I learn conversion optimization?

CXL has trained marketers in conversion optimization and experimentation for over a decade, covering customer research, A/B testing, landing pages and testing statistics.