AI has made it easier to create content quickly. But the core challenge hasn’t changed: How do you give buyers exactly what they need at the right stage of their decision and stand out while doing it?

What content will actually perform?

Shannon Prager, a former colleague of mine, has led several major content strategy engagements with me, auditing what exists, identifying what works, and building prioritization frameworks that accelerate pipeline impact. Below, she shares the strategic lens behind that work. In a follow-up post, we’ll share specific planning templates.

Devising a Content Strategy in an AI-First World

Buyers are skeptical. AI has flooded the market with interchangeable messaging. Decisions are shaped quietly, across channels, long before a sales conversation begins.

Yet many teams still plan content around a predictable, linear funnel, regardless of market dynamics. That’s a problem.

Content strategy doesn’t just shift by stage. It shifts by market context.

Are you:

• Building a new category?

• Challenging an entrenched incumbent?

• Competing in a crowded, established space?

Each scenario changes what buyers need to see, and when.

This framework helps align content to the right stage, at the right time, based on the type of market you’re in, so your strategy drives pipeline, not just fills a calendar.

Why The Same Funnel Doesn’t Work Everywhere

We often talk about content in terms of top, middle, and bottom of funnel. But that oversimplifies reality.

What actually changes isn’t just the funnel. It’s the buyer’s belief state.

When I say New Concept, New Paradigm, or Established Market, I’m not describing how innovative your product is. I’m describing how much the buyer’s thinking has to move.

• New Concept: The buyer isn’t yet convinced this solution is necessary.

• New Paradigm: The buyer must rethink how they approach the problem.

• Established Market: The buyer believes the problem and solution type are clear.

In AI, you can see all three at once:

• New Concept: AI agents completely replacing roles (SDR agents, finance agents) are a New Concept. Buyers need education and proof that this is safe and necessary. (Some of these are moving quickly to new paradigm)

• New Paradigm: AI-native platforms redefining CRM, analytics, or coding workflows represent a New Paradigm. Buyers must rethink how the function should operate.

• Established Market: Traditional SaaS vendors adding AI features operate in an Established Market. Buyers want comparisons, validation, and proof of ROI.

Each market type changes what content moves a deal forward.

• A buyer evaluating AI agents first needs proof that this is safe and necessary, not a feature comparison grid.

• A buyer considering an AI-native platform needs help rethinking how the function should operate, not just more case studies.

• A buyer in an established SaaS category wants case studies, benchmarks, proof, and differentiation.

If your content doesn’t match the buyer’s mindset in that context, it will miss, no matter how polished it is.

Modern Content Types

How you express this strategy matters, but format follows intent. Whether you use LinkedIn carousels, benchmark reports, interactive demos, or short-form video, the question isn’t “what’s trending?”

It’s: Does this format support the buyer’s belief shift in this market?

The chart below outlines how different content types map to stage and context. Use it to pressure-test your plan, not to expand your production list.

Match the Journey to the Market

Too many teams create strong content in a vacuum and wonder why it doesn’t convert. Content doesn’t fail because teams aren’t producing enough of it. It fails when it’s planned without context.

Before you build the next asset, ask: What does our buyer need to believe right now, given the market we’re competing in?

When content aligns to:

• the buyer’s mindset

• the stage of their decision

• and the maturity of the market

it stops being background noise and starts moving deals.

The teams that win won’t create the most content. They’ll plan with intent, say fewer things more clearly, and meet buyers where decisions are actually made.

If momentum feels slow, the answer usually isn’t “produce more.” It’s “plan smarter.”

Shannon Prager is the CMO Matic, helping redefine how AI and healthcare come together, giving medical providers time back and helping care teams work smarter. She also advises high-growth startups and provides marketing and content strategy support. You can find her on LinkedIn or at sprager@leaditmarketing.com

Carilu Dietrich is a former CMO, most notably the head of marketing who took Atlassian public. She currently advises CEOs and CMOs of high-growth tech companies. Carilu helps leaders operationalize the chaos of scale, see around corners, and improve marketing and company performance.