Roadmaps / Marketing Discipline
◇ Marketing Discipline

PaidPerformance Marketing

Run paid acquisition the AI-native way across search, social, and beyond: structure accounts that scale, generate and test creative at volume, and measure what's actually incremental — not just what the platform takes credit for.

12 Modules 37 Topics ~51 Hours
Prove this skill → Beat Claude on the Paid challenge
The Path — click any step to jump in
01 Paid Media Foundations B ✓
02 Account Structure & Setup B ✓
03 Google Ads & Paid Search B ✓
04 Creative & Ad Copy at Scale I ✓
05 Audience & Targeting I ✓
06 Paid Social Campaign Craft I ✓
07 Landing Pages & Post-Click Conversion I ✓
08 Retargeting & Lifecycle Paid I ✓
09 Measurement, Attribution & Incrementality A ✓
10 Landing Page Testing & CRO for Paid A ✓
11 Scaling & Automated Bidding A ✓
12 Expanding to New Channels A ✓
Level:
Your Progress 0 / 0
Module 1 beginner
Paid Media Foundations
Learn the paid channels, how auctions and bidding work, and the unit economics that decide whether paid makes sense.
3 topics 4 hours
+
The Paid Channels & When to Use Them
A map of the major paid channels and the jobs each is best at.
AI-Proof
⚡ AI Workflow
Use AI to summarize each channel's strengths and benchmark CPMs for your category, then decide the channel mix yourself based on where your buyers actually are.
CXL: Paid Media — Definition, Channels, and Tactics → WordStream: Facebook Ads vs. Google Ads →
Funnel, Bidding & Auction Basics
How ad auctions, bids, and quality signals determine what you pay.
Augmented
⚡ AI Workflow
Have AI walk you through a worked auction example and define each bidding term, then internalize the trade-offs yourself so you can choose a strategy the model can't pick for you.
Google Ads Help: How the Google Ads Auction Works → Google Ads Help: About Ad Rank →
Budgets, CAC & Unit Economics
Grounding every campaign in what a customer is worth.
AI-Proof
⚡ AI Workflow
Have AI build the CAC/LTV/payback model from your inputs, then stress-test the assumptions — the model math is automatable, the assumptions are a judgment call.
Harvard Business School Online: How to Calculate Customer Lifetime Value (LTV/CAC) → Chargebee: LTV:CAC Ratio — Define, Optimize & Calculate →
Module 2 beginner
Account Structure & Setup
Build campaign architecture and tracking that stays clean as you scale.
3 topics 4 hours
+
Campaign Architecture
Structuring campaigns and ad sets so the algorithm can learn.
Augmented
⚡ AI Workflow
Ask AI to draft a campaign skeleton from your goals and budget, then refine the structure yourself based on how much conversion volume each ad set will realistically get.
Meta Business Help Center: About the Learning Phase → Google Ads Help: Organize Your Account with Ad Groups →
Conversion Tracking & Pixels
Getting accurate signal into the platforms so optimization works.
Automatable
⚡ AI Workflow
Generate and QA tracking implementations (pixel events, conversion API payloads) with AI, then verify every event fires correctly before trusting the data.
Meta Business Help Center: About the Conversions API → Google Ads Help: About Conversion Tracking →
Naming, Hygiene & Guardrails
The unglamorous systems that prevent six-figure mistakes.
Automatable
⚡ AI Workflow
Use AI to generate naming conventions, negative-keyword lists, and a pre-launch QA checklist, then own the discipline of actually running the check before every launch.
Google Ads Help: About Negative Keywords → Store Growers: Negative Keywords in Google Ads — The Complete Guide →
Module 3 beginner
Google Ads & Paid Search
Build search campaigns that capture high-intent demand — keywords, match types, responsive search ads, and where Performance Max fits.
4 topics 5 hours
+
Search Campaigns & High-Intent Demand
Why paid search captures buyers at the moment of intent.
AI-Proof
⚡ AI Workflow
Ask AI to explain how a Search campaign is built and which goals fit search intent, then decide for yourself which queries are worth bidding on based on what you know about buyer intent and margin.
Google Ads Help: Create a Search Campaign → Store Growers: The Beginner's Guide to Google Ads →
Keywords & Match Types
Choosing the right keywords and how tightly to match them.
Augmented
⚡ AI Workflow
Use AI to expand a seed keyword list and group terms by intent, then choose match types and prune the list yourself based on relevance and budget.
Google Ads Help: About Keyword Matching Options → WordStream: Google Ads Match Types — What Are Keyword Match Types? →
Responsive Search Ads & Ad Copy
Writing search ads that win the click and the auction.
Augmented
⚡ AI Workflow
Use AI to draft headline and description variations from your value props, then human-edit for claims accuracy, brand voice, and ad strength before adding them to the ad group.
Google Ads Help: About Responsive Search Ads → WordStream: The 2026 Guide to the Perfect Google Ads Account Structure →
Performance Max for Search Intent
When to let Google's automation run the whole funnel.
Augmented
⚡ AI Workflow
Use AI to assemble the asset groups and audience signals Performance Max needs, then make the strategic call on when to deploy it versus keeping control with a Search campaign.
Google Ads Help: About Performance Max Campaigns → Store Growers: The Beginner's Guide to Google Ads →
Module 4 intermediate
Creative & Ad Copy at Scale
Use AI to produce and test creative at volume — while keeping the strategy human.
3 topics 5 hours
+
Creative Strategy & Angles
Why creative is the biggest lever in modern paid media.
AI-Proof
⚡ AI Workflow
Brainstorm angles and hooks with AI from your customer research, then choose which few to produce based on insight the model doesn't have about your buyer.
Common Thread Collective: Creative Strategy — What Actually Works → Meta Business: Creative Best Practices for Ads →
AI-Generated Creative & Variations
Producing dozens of on-brand variations without a studio.
Augmented
⚡ AI Workflow
Use generative tools to spin copy and visual variations from a winning concept, then human-edit for brand safety, claims accuracy, and taste before launch.
StackAdapt: AI in Advertising — How to Use It the Right Way → HubSpot: How to Use AI for Marketing →
Creative Testing Frameworks
Running disciplined tests so you learn, not just spend.
Augmented
⚡ AI Workflow
Use AI to design the test matrix and summarize results by hook, format, and angle, then decide what actually won using judgment about statistical confidence and brand fit.
Meta Business Help Center: About A/B Testing → Pilothouse: The 3-3-3 Meta Creative Testing Framework →
Module 5 intermediate
Audience & Targeting
Target effectively in a privacy-first world where algorithms do more of the work.
3 topics 4 hours
+
Targeting in a Privacy-First World
How targeting changed after signal loss — and what still works.
AI-Proof
⚡ AI Workflow
Use AI to map out which targeting levers still carry signal in your category, then make the strategic call on broad-versus-tight based on what you know about your buyers.
eMarketer: Advertisers Leverage Contextual Targeting and First-Party Data to Combat Signal Loss → HubSpot: What Is First-Party Data? →
Audience Signals & Lookalikes
Feeding the algorithm the right seed to find more buyers.
Augmented
⚡ AI Workflow
Use AI to cluster and profile your best customers from CRM data, then build seed audiences from those segments and let the platform expand them.
Meta Business Help Center: About Lookalike Audiences → Google Ads Help: About Customer Match →
Letting Algorithms Optimize
Knowing when to step back and let automation run.
Augmented
⚡ AI Workflow
Have AI flag when an ad set is starved of signal or stuck in learning, then make the human call on whether to consolidate, wait, or intervene.
Meta Business Help Center: About Meta Advantage+ → Google Ads Help: About Performance Max Campaigns →
Module 6 intermediate
Paid Social Campaign Craft
Run Meta and TikTok campaigns the way the platforms reward — right objective, budget structure, and placements.
3 topics 4 hours
+
Objectives & The Optimization Event
Why the objective you pick decides everything downstream.
AI-Proof
⚡ AI Workflow
Use AI to map your business goal to the right objective and optimization event on each platform, then make the final call yourself since the wrong event quietly trains the algorithm on the wrong outcome.
Meta Business Help Center: Choose Advertising Objectives → TikTok Ads Manager: How to Choose the Right Objective →
Budget Structure & Campaign Budget Optimization
Letting the platform allocate budget across ad sets.
Augmented
⚡ AI Workflow
Have AI sketch a campaign-budget structure from your spend and audience count, then decide where to use Advantage/CBO versus ad-set budgets based on how much control you actually need.
Meta Business Help Center: About Advantage+ Campaign Budget → TikTok Ads Manager: TikTok Ads Structure →
Placements & Format Fit
Putting the right creative in the right surface.
Augmented
⚡ AI Workflow
Use AI to check which placements each creative format fits and flag aspect-ratio gaps, then decide whether to trust automatic placements or restrict them based on brand and performance needs.
Meta Business Help Center: About Advantage+ Placements → Meta Business: Creative Best Practices for Ads →
Module 7 intermediate
Landing Pages & Post-Click Conversion
Win the click, then win the visit — the page your ad sends to is half the campaign.
3 topics 4 hours
+
The Ad-to-Page Promise
Keeping message match from click through to conversion.
AI-Proof
⚡ AI Workflow
Use AI to audit whether each ad's hook is echoed on its landing page, then make the editorial call on how to tighten the promise so the visitor never feels a mismatch.
Unbounce: What Is a Landing Page? Landing Pages Explained → WordStream: The Best Landing Page Examples →
Conversion Rate Optimization Basics
The page elements that move conversion rate.
Augmented
⚡ AI Workflow
Use AI to draft headline, CTA, and proof-point variations and spot friction in your copy, then decide which changes to ship based on what you know about buyer objections.
Unbounce: Conversion Optimization Resources → VWO: What Is A/B Testing? A Practical Guide With Examples →
Page Speed, Mobile & Quality Score
Why a fast, relevant page lowers your costs too.
Automatable
⚡ AI Workflow
Use AI to summarize page-speed audit results and suggest fixes, then verify the changes actually improved load time and landing page experience before trusting the score.
Google Ads Help: 5 Ways to Use Quality Score to Improve Performance → Unbounce: What Is a Landing Page? Landing Pages Explained →
Module 8 intermediate
Retargeting & Lifecycle Paid
Re-engage warm audiences and existing customers with the right message and clean exclusions.
3 topics 4 hours
+
Retargeting Audiences & Funnel Stage
Reaching people who already know you, at the right moment.
Augmented
⚡ AI Workflow
Use AI to map which website and engagement events should define each retargeting segment, then decide the message and time windows yourself based on where each visitor sits in the funnel.
Meta Business Help Center: Learn About Website Custom Audiences → Meta Business Help Center: Create a Custom Audience from Website Events →
Dynamic Product & Catalog Ads
Showing the right product to the right past visitor.
Automatable
⚡ AI Workflow
Use AI to QA your product feed and draft catalog ad templates, then verify the feed maps cleanly to events so the automation shows the products people actually viewed.
Meta Business Help Center: About Meta Advantage+ Catalog Ads → Google Ads Help: About Your Data Segments (Remarketing) →
CRM Audiences & Exclusion Strategy
Using your own customer data — and knowing who to leave out.
Augmented
⚡ AI Workflow
Use AI to segment your CRM into customer-match audiences and suggest who to suppress, then own the exclusion logic so you stop paying to acquire people you already have.
Google Ads Help: About Customer Match → Meta Business Help Center: About Lookalike Audiences →
Module 9 advanced
Measurement, Attribution & Incrementality
Measure true impact, not the platform's self-reported credit.
3 topics 5 hours
+
Attribution Models & Their Lies
Understanding what each attribution model over- and under-credits.
AI-Proof
⚡ AI Workflow
Use AI to reconcile and compare numbers across platform, GA, and CRM, then apply your own judgment about which source to trust for which decision.
Google Ads Help: About Attribution Models → Ruler Analytics: Complete Guide to Multi-Touch Attribution →
Incrementality & Geo Tests
Proving paid actually caused the outcome.
AI-Proof
⚡ AI Workflow
Use AI to help design geo splits and crunch the lift math, then own the interpretation of whether the result proves real incremental impact.
Recast: Incrementality Experiments Knowledge Base → eMarketer: FAQ on Incrementality — How to Prove Your Ads Actually Work →
MMM and Blended Reporting
Stepping back to a portfolio view of spend and return.
Augmented
⚡ AI Workflow
Use AI to triangulate attribution, incrementality, and MMM into one blended view, then decide how to report it honestly to finance with the caveats only you understand.
Measured: What Is Marketing/Media Mix Modeling (MMM)? → Recast: Integrating Geo-Testing with Marketing Mix Modeling →
Module 10 advanced
Landing Page Testing & CRO for Paid
Run disciplined post-click experiments so conversion lift compounds the gains from media.
3 topics 4 hours
+
Designing Valid A/B Tests
Testing pages without fooling yourself with noise.
AI-Proof
⚡ AI Workflow
Use AI to estimate the sample size and runtime a test needs and check your test design for bias, then make the call on what to test and when to trust the result.
VWO: What Is A/B Testing? A Practical Guide With Examples → Unbounce: Conversion Optimization Resources →
Building a Testing Roadmap from Data
Turning analytics and ad data into a prioritized hypothesis backlog.
Augmented
⚡ AI Workflow
Use AI to mine analytics and ad-platform data for friction points and cluster them into hypotheses, then prioritize the backlog yourself using business value the model can't weigh.
Unbounce: Conversion Optimization Resources → WordStream: The Best Landing Page Examples →
Compounding CRO with Media Efficiency
Why a conversion-rate win multiplies every media dollar.
AI-Proof
⚡ AI Workflow
Use AI to model how a conversion-rate lift flows through to CAC and allowable CPC, then decide how to redeploy the headroom into more aggressive bidding or scaling.
Google Ads Help: 5 Ways to Use Quality Score to Improve Performance → Common Thread Collective: Ecommerce Playbook Blog →
Module 11 advanced
Scaling & Automated Bidding
Scale spend without blowing up efficiency, using automation wisely.
3 topics 4 hours
+
Scaling Without Breaking CAC
Growing budget while protecting unit economics.
AI-Proof
⚡ AI Workflow
Use AI to model how CAC degrades as you scale spend, then make the call on how hard to push based on margin and growth targets.
Meta Business Help Center: About the Learning Phase → Common Thread Collective: Ecommerce Playbook Blog →
Automated & Value-Based Bidding
Getting the most from the platforms' bidding algorithms.
Augmented
⚡ AI Workflow
Ask AI to compare bid strategies against your goals and surface which value signals to feed in, then set targets and guardrails yourself so the algorithm has room without running wild.
Google Ads Help: About Smart Bidding → Google Ads Help: About Target ROAS Bidding →
Budget Allocation Across Channels
Deciding where the next dollar should go.
AI-Proof
⚡ AI Workflow
Use AI to model marginal return curves across channels from your data, then make the allocation call yourself by weighing proven channels against the new bets worth funding.
Funnel: Finding Your Next Best Dollar — The Marketing Budget Question → Measured: Diminishing Return Curves — Turning MMM into Budget Decisions →
Module 12 advanced
Expanding to New Channels
Bring a disciplined test framework to YouTube, CTV, retail media, and programmatic before betting real budget.
3 topics 4 hours
+
A Framework for Testing a New Channel
De-risking the leap into an unproven channel.
AI-Proof
⚡ AI Workflow
Use AI to draft a structured test plan — hypothesis, budget, success metric, and read window — for a candidate channel, then make the go/no-go call yourself based on strategic fit and incremental evidence.
Common Thread Collective: Ecommerce Playbook Blog → eMarketer: FAQ on Incrementality — How to Prove Your Ads Actually Work →
YouTube & Connected TV
Buying video and the living-room screen for performance.
Augmented
⚡ AI Workflow
Use AI to adapt your best-performing hooks into video scripts and storyboards for YouTube and CTV, then own the creative and measurement choices since upper-funnel impact is harder to attribute.
Google Ads Help: Create a Video Campaign → eMarketer: FAQ on CTV Advertising — Trends, Formats, and Platforms to Watch →
Retail Media & Programmatic
Where commerce data meets ad inventory at scale.
Augmented
⚡ AI Workflow
Use AI to compare retail media networks against your category and audience, then decide where to commit based on where your buyers actually shop and convert.
Amazon Ads: What Is a Retail Media Network and Why Is It Important? → eMarketer: FAQ on CTV Advertising — Trends, Formats, and Platforms to Watch →

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