AI Personalization

The CRM Operating Model Is Broken. AI Gives Us the Chance to Rebuild It.

Adam Stambleck

|

CEO, Movable Ink

July 29, 2026

Share

Pink share icon with three connected circles and two lines.
Pink LinkedIn icon showing lowercase 'in' letters.

LinkedIn

Stylized pink geometric X-shaped logo with bold, angular lines and open spaces.

X

Pink outlined envelope icon representing email or messaging.

Email

Two overlapping rounded squares outlined in pink, one slightly behind the other.

Copy URL

Two overlapping rounded squares outlined in pink, one slightly behind the other.

Copy Page

Pink stylized geometric flower or knot design with six interlocking segments.

Open in ChatGPT

Pink abstract flower shape with twelve thick, uneven petals radiating from the center.

Open in Claude

I've spent the last 20 years watching the same story play out across nearly every major brand we work with.

Talented marketers. Incredible ambition. Mountains of customer data. Yet the results often plateau.

For two decades, customer engagement platforms helped marketers scale campaigns, segments, and journeys, and for a long time, that was enough. But AI has fundamentally changed customer expectations and their experience with owned channels, while the operating model underneath CRM has barely moved.

The next era of CRM has nothing to do with producing more. It's all about making better customer decisions. 

We call it Programmatic CRM.

We've Optimized the Wrong Operating Model

The CRM industry has spent years doubling down on campaign production. Every new generation of technology made it easier to build more campaigns, segments, journeys and rules. Those innovations mattered and helped marketers scale. But they also were based around one limitation: that humans decide every customer interaction before it happens. At Movable, we always believed decisions needed to be made in real time. 

That limitation no longer holds.

The numbers make this hard to ignore. McKinsey research shows personalization can increase revenue by 5 to 15 percent while improving marketing ROI by 10 to 30 percent, and companies that excel at it generate 40 percent more revenue than average performers. Yet only 13 percent of organizations actually activate their customer data well enough to deliver true hyper-personalization. The opportunity has never been bigger. The operating model just hasn't caught up.

CRM Has a Decisioning Problem 

Here's what I keep coming back to: the bottleneck in modern CRM isn’t content or data anymore. It's decisioning.

Every day, marketing teams manually decide which customer should receive which experience, through which channel. They're doing it with audience segments created weeks ago, journeys designed months or years ago, and business rules written for customer behavior that has already changed.

Programmatic CRM flips that. Marketers define business objectives, constraints, outcomes they are looking for and brand standards while AI determines the next best action dynamically.

Customer behavior was never that predictable to begin with. Someone who clicked an email yesterday, browsed your website this morning, and opened your app this afternoon is telling you something valuable in real time. Legacy customer engagement systems still ask marketers to approximate that signal through static segments and predefined journeys.

Nearly every other digital marketing channel has already moved past this. Search, social, display, and programmatic advertising all rely on real-time decisioning. CRM is one of the last disciplines still built around manually constructed audiences and static rules. Of course, CRM is not advertising, and customer relationships should never be reduced to impression-level optimization. But the operating principle is transferable: humans define strategy, economics, constraints, and brand standards; machines evaluate signals and make decisions at a scale humans legacy technologies cannot.

Only one-third of marketers say they can effectively activate their customer data. That means two out of every three organizations are sitting on customer intelligence they simply cannot operationalize quickly enough to matter.

Why This Moment Is Different

The marketing industry has declared "the future" many times, and most of those predictions turned out to be incremental. This one isn't. The whole game has changed, and the methods that got brands here simply cannot win with what comes next.

Consumer expectations have crossed a threshold that campaigns alone cannot meet. Seventy-one percent of consumers now expect personalized interactions, and 62% will abandon brands that fail to deliver them. Personalization has stopped being a differentiator. It's the cost of entry.

At the same time, AI has matured past content generation. For the last two years, most of the conversation has focused on generating more copy, images, and creative variations—and that's valuable. But I think it's the wrong conversation. The more significant development is AI's ability to make intelligent decisions in real time, evaluating a customer's complete context, understanding business priorities, and determining the best experience for that individual at that exact moment. That capability now exists at scale, and the economics finally work because the ROI is huge. The case for continuing with manual campaign orchestration is getting harder to make every quarter.

The Analogy That Fits

The advertising industry has already been through this exact reckoning. The volume of inventory exploded, signals changed constantly, and humans could no longer evaluate every impression. The industry didn't respond by hiring more media buyers. It created programmatic advertising, and marketers stopped managing individual transactions. Instead, they defined strategy, goals, constraints, and creative while machines handled the decisioning. This produced dramatically better ROI and marketing.

The volume of customer interactions is too large, the signals are too dynamic, and the windows for relevance are too narrow to manage manually. Programmatic CRM applies the same principles that transformed digital advertising to owned channels. Marketers define objectives, priorities, and brand standards while AI continuously evaluates customer context and determines the most relevant experience across email, mobile, and web. Humans always stay in control of strategy.

The Opportunity Ahead

This isn't another technology upgrade, and organizations won't solve this by replacing one customer engagement platform with another. The platforms that have powered CRM for the last two decades were successful because they solved the right problems for their time. The market has simply moved faster than the model.

Producing more campaigns was always a means to an end. The organizations that recognize that and invest in better decisioning now are the ones that will pull ahead.

Share

Pink share icon with three connected circles and two lines.
Pink LinkedIn icon showing lowercase 'in' letters.

LinkedIn

Stylized pink geometric X-shaped logo with bold, angular lines and open spaces.

X

Pink outlined envelope icon representing email or messaging.

Email

Two overlapping rounded squares outlined in pink, one slightly behind the other.

Copy URL

Two overlapping rounded squares outlined in pink, one slightly behind the other.

Copy Page

Pink stylized geometric flower or knot design with six interlocking segments.

Open in ChatGPT

Pink abstract flower shape with twelve thick, uneven petals radiating from the center.

Open in Claude