From Strategy to System: Content Strategy + Opportunity Sizing

Over the past three weeks, I've walked through the first four skills in the strategy chain: Discovery Intake, Positioning Strategy, and ICP and Personas. Each one builds on the last. Each one produces artifacts that the next skill reads from. By the time you've run all four, you have a strategic foundation that most companies either never build or pay a consultant six figures to create.

But a strategic foundation that lives in a folder is still just a document. The question is: what do you actually do with it?

The last skills in the CMO strategy chain answer that question.

• Content Strategy turns the upstream work into an editorial engine.
• The Funnel Model turns it into a quantified roadmap that tells you exactly where to focus and how much each fix is worth.

Together, they're the bridge between "we know who we are and who we're talking to" and "we know exactly what to build, in what order, and why."

This is where most AI marketing content starts. And this is exactly why most of it is mediocre.

Why starting here is the mistake everyone makes

The vast majority of "AI for marketing" content focuses on production. Generate blog posts. Create social media calendars. Automate email sequences. Build landing pages in minutes.

None of that is wrong. I do all of those things with this system, and I'll cover the production skills in future posts. But when you start at production without the strategic foundation, you get volume without direction. You produce content faster, but it doesn't resonate because it isn't grounded in a real understanding of who you're talking to, what makes you different, or what you're actually trying to say.

Think about it like building a car. You can source a great engine from one maker, a solid transmission from another, quality brakes from a third, and a beautiful interior from a fourth. Put them all together and the car runs. Each individual part might even be above average. But it will never perform like a car where every component was designed by one maker to work together as a system. The parts aren't just good individually. They're optimized for each other. The engine and transmission are tuned together. The suspension and chassis were developed in tandem. The whole thing operates as an integrated machine, not an assembly of independently good parts.

Marketing works the same way. The difference between a program that performs and a program that compounds is whether the pieces are interconnected. It's the difference between growth tactics and growth loops. A tactic gives you a spurt of performance, then dead-ends. A loop feeds itself: each piece of the system improves the others, creating a self-reinforcing cycle that scales sustainably over time. You don't want five great campaigns that each exist in isolation. You want a system where your positioning sharpens your content, your content feeds your demand gen, your demand gen validates your ICP, and your ICP refines your positioning. That's the loop.

I've seen what happens when this loop doesn't exist, even at scale. Companies spending $1.5 million a month on marketing programs. They have agencies producing beautiful creative. They have content teams publishing three times a week. They have paid media campaigns running across five platforms. And none of it compounds, because every piece was created independently, without a shared strategic foundation underneath. The parts are all there. The system isn't.

The Content Strategy and Funnel Model skills exist to close that loop. They take everything the first four skills produced and turn it into an operating system with a quantified execution plan.

Content Strategy: building the editorial engine

I built this skill on Emily Kramer's MKT1 content framework. Kramer built marketing from scratch at Asana, Carta, Ticketfly, and Astro, and her system is the most practical content strategy framework I've found for B2B. The core insight is the distinction between pillars and perceptions. Pillars are the topics you consistently cover, your "chapters." Perceptions are the beliefs you want your audience to hold about you after six months of consuming your content. Pillars organize the content. Perceptions define the narrative.

The skill walks through a structured process to build both. It starts by loading everything from upstream: positioning, ICP, brand strategy, message hierarchy. Then it produces several interlocking outputs.

• Content pillars mapped to funnel stages and perception statements, so every pillar serves a strategic purpose.
• Show definitions, which are recurring content formats with specific cadences, platforms, and voice blends.

Kramer's approach here is that you don't just publish "content." You publish specific shows, like a media company. Each show has a format, a platform, a cadence, and a purpose. A weekly deep-dive essay. A Monday engagement post. A Wednesday visual framework. A Thursday asset drop. Each one serves a different function in the funnel.

The skill also produces distribution tiers (which channels get which content), a CTA model (how each piece connects to a conversion path), and content principles, the guardrails that prevent the most common failures. Things like the 30% juice rule (max 30% of content mentions your product directly), the "default to less" principle (five pieces per week max, quality over quantity), and the "no dead ends" rule (every piece leads somewhere).

The output is a single document that a content team (or a solo operator) can execute from for months. It's not a vague "post more on LinkedIn" recommendation. It's an operational system with specific formats, cadences, and rules.

From content to channels: the bridge most teams skip

Once you know what type of content will best reach, convert, engage, and retain your ideal customer profiles, the next question is tactical: which channels do you invest in, in what order, and at what spend mix?

At this point in the chain, you're not flying blind on channel selection. The ICP work told you who your customers are and how they buy. The customer journey mapping (from the persona skill) told you which channels they're in, why they're in those channels, and when they're in them during their decision process. The content strategy told you what formats and cadences work for each platform. You know where to show up.

What you don't know yet is how it will actually perform in each channel based on the numbers in the business today and what the primary business goals are. You know the "where." You don't know the "how much" or the "in what order."

To create the channel mix plan and prioritize the 20% of work that drives 80% of the results, you need to do some opportunity sizing.

Get excited, nerds. It's time to do math.

Funnel model and opportunity sizing: where the 80/20 lives

This is where most strategy engagements hand you a deck and wish you luck. The recommendations are qualitative. "Fix the website." "Improve conversion." "Invest in content." All reasonable. None of them tell you which fix is worth $500,000 a year and which is worth $5,000.

I built a funnel model skill to make this quantitative. It takes everything upstream and turns it into a financial model you can actually make decisions from.

The process starts by collecting hard data: traffic volumes, bounce rates, conversion rates at each stage, revenue per customer, current spend. Then it benchmarks every stage against sourced industry data, grading each benchmark by confidence tier so you know which numbers to trust and which are directional estimates. From there, it builds two models side by side: your current state funnel (where you are today, with low, mid, and high estimates at every stage) and your target state funnel (what traffic and conversion rates you'd need to hit your goal, reverse-engineered backward from the number).

The gap between the two models is where the insight lives. It tells you whether you have a traffic problem, a conversion problem, or both. And more importantly, it tells you exactly how much revenue each fix is worth. If improving your landing page bounce rate from 70% to 50% unlocks $200,000 in annual revenue, and improving your lead-to-qualified conversion from 15% to 25% unlocks $800,000, you know which one to do first.

This is the driver tree in action. Remember the healthcare example from the first post in this series: tactical adjustments drove 20-30% improvements in individual branches, but fundamentally redesigning the core of the program cut CAC by 40% and doubled volume. The funnel model shows you exactly where those branch-level and root-level opportunities are, and what each one is worth in dollars.

The key deliverable is the opportunity sizing table. It shows each optimization, what it changes, the cumulative impact toward the client's goal, and the investment required. Sorted by ROI, then confidence, then speed. High-ROI, high-confidence, fast execution goes first. This is the prioritized roadmap that tells a CEO or CMO: "Here are the three things that will move the number the most, in order, with the dollar impact of each."

I always include a "Phase 4: The Gap" row at the bottom. If the goal is ambitious, the funnel model will show that conversion fixes alone get you to some percentage of the goal. The remaining gap requires traffic scaling, brand building, partnerships, or product changes. Naming this explicitly is what separates honest strategy from overpromising. It's what the client needs to hear.

Putting it together: the prioritized channel mix

This is where everything converges. You now have three layers of intelligence that most marketing teams never assemble in one place.

From the ICP and persona work, you know who your ideal customers are, what decision-making journeys they're on, which channels they're predominantly in, why they're in those channels, and when they show up during their buying process.

From the content strategy, you know what types of content perform in each channel, what formats and cadences to use, and how each piece connects to a conversion path.

From the funnel model, you know exactly where the revenue leverage is, which stages of the funnel have the biggest gaps, and what each fix is worth in dollars.

Now you can build a channel mix and spend allocation that isn't a guess. You can say: "We're putting 60% of spend into paid search because the funnel model shows that our visitor-to-lead conversion is the biggest bottleneck, our ICP research shows that buyers are actively searching for solutions in this category, and our content strategy has the landing page frameworks to convert that traffic." And you can say: "We're deprioritizing display ads because the funnel shows the awareness stage isn't the constraint, and our ICP research shows these buyers don't respond to interruptive formats during the consideration stage."

That's the difference between a channel plan built on intuition and a channel plan built on a connected strategic foundation. One is a bet. The other is an argument backed by data at every layer.

The full chain

Zoom out for a moment. Here's what the complete strategy module produces when you run all seven skills in sequence.

1. Discovery Intake gives you structured business context.
2. Positioning Strategy gives you a competitive anchor and differentiation.
3. ICP and Personas gives you workflow-based customer definitions with anti-patterns that force clarity.
4. Brand Strategy gives you a message hierarchy with proof points.
5. Content Strategy gives you an editorial engine with shows, pillars, distribution tiers, and principles.
6. The Funnel Model gives you a quantified opportunity map that tells you exactly where to focus first and what each fix is worth.

Seven skills that, run in sequence, produce the strategic foundation and prioritized execution plan that most companies never build. And when they do, it takes a management consultant three to six months and a significant investment. I've run this chain for companies ranging from pre-revenue startups to $200M PE-backed enterprises. The pattern is consistent. Before, they have vague positioning, generic messaging, and marketing programs that generate activity without generating customers. After, they have clarity and a quantified roadmap that makes every downstream decision easier.

What to do?

If you've been following this series, you now have a complete picture of the strategy module. Seven skills, each building on the last, producing the foundation and the prioritized roadmap that makes everything else work.

Here's the honest assessment of where you might be. If you're running marketing programs right now without this kind of strategic foundation, you're not broken. You're just operating at a fraction of your potential. Every campaign, every piece of content, every ad you run is a little less effective than it could be because it's not grounded in clear positioning, specific customer understanding, and a quantified understanding of where the leverage actually is.

The good news is that the fix isn't more campaigns or more content. It's doing the upstream work once, well, and then letting everything downstream inherit the clarity.

I built all of these skills into the Marketer in the Loop Skills MCP. You can run the full strategy chain on your own business, in sequence, each skill loading the previous skill's output automatically. One config line in Claude Code and you have access to the same process I use with every client engagement.

This series covered the major skills in the strategy module, but it's not everything in the system. The MCP also includes:

• a CRO audit skill that evaluates any webpage for conversion optimization
• a content brief skill that generates SEO-optimized briefs from target keywords
• a content calendar skill that builds monthly editorial calendars with themed content, mileage maps, and redistribution slots
• a writing skill that produces voice-matched long-form articles and social posts from journal prompts or transcripts
• a design systems skill that produces W3C-standard design tokens and compiles them into CSS, Tailwind, and Figma configurations (I wrote a separate six-part deep dive on that one)
• an SEO audit skill
• a prompt optimizer
• a growth operator hiring framework

Twenty-three skills across five suites in total.

I covered the seven that form the strategic backbone because they're the ones that make everything else work. But the system goes deeper than what four articles can hold.