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Why are content costs rising in the age of AI?

SVP Adobe
Valtech

juni 29, 2026

AI has reduced the cost of creating content, but it has not reduced the cost of managing it. As organizations scale personalization and localization, disconnected workflows create a hidden coordination tax that slows delivery and increases costs. The key to unlocking speed, efficiency and scale is a connected content supply chain that reduces friction across the entire content lifecycle.

Every year, enterprise organizations invest in new technologies. Another platform, another workflow tool, another AI capability or another agency relationship in the pursuit of efficiency. The AI era’s promise has been compelling: faster content creation, greater personalization, improved productivity and the ability to scale output without scaling headcount or cost.

Yet many marketing leaders are facing a different reality.

Content costs continue to rise while budgets shrink. Campaign timelines continue to stretch. Teams continue to complain about capacity. And leadership teams are still asking why so much investment in technology has not translated into a step change in speed. Look closer, and it's usually the same thing: most organizations are trying to solve a workflow problem by buying technology.

At the center of the challenge is the content supply chain: the end-to-end process that connects content planning, creation, review, approval, asset management, localization, activation and measurement. When that system becomes fragmented, costs rise, speed slows and scale becomes harder to achieve.

A retailer is struggling to localize campaigns across multiple markets without blowing through budget. A financial services organization is trying to balance personalization with compliance that keeps getting complex. A global manufacturer is coordinating product launches across regions, channels and business units.

The real problem is coordination

We have more technology than ever. Why does everything still take so long?
Why does every campaign need more budget?
Why are teams creating duplicate assets?
Why is governance still manual?

For many enterprise organizations, the answer is in the workflows. Think about what happens between a campaign brief and a campaign launch.

A campaign starts with a brief. That brief becomes a meeting. The meeting becomes a timeline. The timeline becomes a series of handoffs between marketing, creative, legal, compliance, product, regional teams and external partners. Assets are created, reviewed, revised, adapted, translated, approved, stored, retrieved, repurposed and activated. Somewhere along the way, a supposedly simple content request becomes a project.

This is where the real cost sits. Most enterprise marketing teams are carrying what I call a “coordination tax”. It is rarely visible as a single line item in a budget, but it shows up everywhere. None of these steps are wrong on their own. The problem is what happens when they run across disconnected workflows.

A content request that should take days stretches into weeks. Assets that already exist are recreated because nobody can find them. Regional teams rebuild content because adaptation is easier than discovery. Agencies are brought in to solve capacity challenges that are workflow challenges.

The result is what many organizations never measure: the cost of coordination.

It appears in the form of delays, duplicated effort, unnecessary agency spending and growing operational complexity. Most importantly, it appears as lost agility.

Creating ten versions of a campaign isn't the technology problem. Managing approvals across markets, ensuring compliance, maintaining brand consistency and activating those assets across channels is. In fact, that’s often what AI does: expose existing operational weaknesses.

This is particularly visible in complex regional organizations. A campaign that works in Singapore may need to be adapted for Malaysia, Indonesia, Thailand, Vietnam or the Philippines. The message, language, product emphasis, compliance requirements and channel mix may all need to change.

AI can help create variations. But variations do not manage themselves. The marginal cost of creating content is falling while the operational cost of managing content is rising. That is the paradox marketing leaders now need to solve.

Rather than focusing exclusively on creating from scratch, focus on scaling content and how work moves through the enterprise. The questions worth unpacking are:

  • Where does work get stuck?
  • How many handoffs exist?
  • How much duplication occurs?
  • How much effort is spent adapting existing content?
  • How quickly can assets move from request to activation?
  • How effectively can content be reused across brands, markets and channels?

These questions move the conversation beyond content creation and into content orchestration. That is where the content supply chain becomes a way of looking at content as a business flow that connects planning, creation, review, approval, asset management, localization, activation and measurement into a more coordinated system.

In a mature content supply chain, teams are not simply producing more. They are reducing the friction between request and activation. They are making content easier to find, reuse and adapt. They are embedding governance into the workflow rather than treating it as a final checkpoint. They are giving marketing, creative, operations, legal and technology teams a shared view of the work.

This is also where tools such as Adobe Workfront become important, not as another add-on to the stack, but as an orchestration layer for the work itself. When workflows, approvals, assets and teams are connected, organizations can begin to reduce the coordination tax that has quietly built up over years.

Winning organizations will be the ones creating better systems for moving assets through the business with the least waste, the greatest control and the highest confidence.

Before investing in another AI capability, I would urge leaders to ask one simple question: How much of our content budget is being spent creating content and how much is being spent moving it around the organization?

Experience how connected workflows, automation and AI-powered creation come together to help teams move faster, reduce manual effort and scale on-brand content across every channel.



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