How AI Helps L&D Scale Quality Training Across Your Business

L&D’s growing strategic opportunity

The accelerating pace of change in most organizations brings a steady stream of new training needs: product updates, process changes, compliance requirements, and onboarding for a rapidly growing workforce. L&D professionals are best qualified to do this work. But the volume of need has outgrown what most single teams can build on their own. When other teams take it upon themselves to create ad hoc content to fill the gap, the training doesn’t always lead to desired behavior changes.

In this landscape, L&D has a real opportunity to grow its strategic influence. The teams seizing it shape how the entire business builds training, not just the training L&D creates.

Why AI makes L&D expertise more valuable, not less

Thanks to AI, anyone can generate content and call it training. It’s easy to use AI to quickly surface patterns that used to require extensive manual review.

That same shift is happening across every business team. Teams have always found a way to fill in training gaps. The difference now is the speed at which change happens in organizations with AI in the mix. When policy or product changes happen, someone might write a Slack post, build a deck, or schedule a live call to review them. Information can be shared faster than ever.

The question that matters most is whether this content actually helps teams meet their goals.

Faster content creation isn’t the same as more effective training. While AI is great for the manual, time-consuming parts of the work—like first drafts, formatting, and quiz generation—it can’t replace the instructional design decisions, judgment calls, or expertise it takes to know whether something will change how people work. L&D professionals know how to answer that question. That makes your expertise more valuable now, not less.

And that’s exactly where L&D’s opportunity lies.

How L&D teams become capability architects

Stakeholders pull L&D from one request to another—assess, build, gather feedback, repeat. Finding time for strategic oversight is a challenge amid constant demand.

However, when just about anyone can create “training,” the gap between content and true, behavior-influencing training poses business risks. Reps who don’t understand a new feature lose deals. Teams that don’t use new processes correctly cause consistency issues. Orgs miss goals or worse, face losses when knowledge sharing passes as training. It’s not a new problem, but it is more acute now that more people than ever use AI to distribute informal learning content.

Yet this is L&D’s opening. It’s time to use your tools to extend your influence across the business. Rather than build or review every content piece, it’s the L&D leader who sets the standard for training across the organization. L&D embeds process standards and ensures quality doesn’t depend on their direct involvement in every project. Your expertise becomes the baseline everyone else builds from. That’s how L&D moves from creator to capability architect.

This shift has a precedent. When Figma put design capability into more hands, designers didn’t become less relevant. They built design systems by embedding their expertise into reusable components, and their thinking spread to every product. AI has created that same “strategic influencer” moment for instructional design. The L&D teams seizing it follow a new playbook defined by three words: Enable, Embed, and Amplify.

How can L&D scale its impact across the organization?

A capability architect sets the standard for your organization’s learning. You shape how others build learning, whether you touch it directly or not. Your expertise isn’t in the course; it’s in the system. Here’s how.

Enable

Start by identifying the people across the business who hold knowledge others need to learn from. Give them a structure to turn that knowledge into real training, built from templates and standards you define. There are more creators, but creation happens on your terms. You set the conditions before anyone begins and therefore determine the quality.

Embed

Organizations need more than a tool to create quality at scale. Embed your instructional expertise into the process itself: templates that enforce good structure, content standards that make quality the default, and review workflows that catch issues before they reach learners. When your expertise lives in the system, building training the right way is the baseline—whether you’re in the room or not.

Amplify

Bring the creators together after distributing their training. Build a community where teams share what they built, what worked, and what didn’t. Set the agenda. Elevate strong examples to show others what quality looks like in practice. L&D leads the conversation, and over time, raises the bar across the whole organization.

What a capability architect looks like in practice

The capability architect role may look a little different across organizations, but its patterns are consistent. Two companies—Databricks and United Rentals—made this shift and arrived at the same result: a small L&D team with outsized influence across the entire business. One scaled training. The other built a culture of learning. Both started by changing their approach.

Databricks

Databricks is one of the fastest-growing companies in tech. Their L&D team of three instructional designers was responsible for training more than 8,000 employees across product education, onboarding, compliance, security, and sales enablement. Every piece of content had to be accurate, current, and accessible to both highly technical engineers and people who had never written a line of code. Most of the training happening across the organization lived in slide decks, Word docs, or wikis.

“Slides worked when we were smaller,” says Databricks’ Senior Manager of Listening & Enablement, Diane O’Neill. “But they weren’t going to scale with us.”

Databricks changed the model. They gave subject matter experts across legal, marketing, IT, and product the tools to build their own training using templates and standards defined by L&D. The instructional expertise stayed with L&D. Now, distribution spread across the business—and it spread organically. Teams would see courses showing up in other parts of the business and ask, “How did you do that? I want to do that too.”

The result was a 10x increase in training design capacity without adding headcount. The three-person L&D team became the architects of a system far larger than what they could have built on their own.

United Rentals

United Rentals is the world’s largest equipment rental provider, with more than 1,600 locations and 25,000 employees, many of whom work in the field and never sit at a desk. Two people were responsible for training all of them.

United Rentals made a similar move and gave teams across departments the tools and the standards to create their own training in Rise with AI. But what followed went beyond building more training.

A culture of learning started to grow across the company. Departments that had never had access to a formal training tool now did, and they wanted to learn from each other. Course creators across the organization started meeting regularly to share what they built, what worked, and what didn’t. L&D ran that group. They set the agenda, highlighted strong examples, and used them to show other teams what quality looked like in practice.

“It’s opened up the breadth of what we’ve been able to provide for people,” says Robert Auchenpaugh, Operations Training Specialist.

United Rentals went from two people building what they could to a small team strategically curating a learning across an entire organization. The difference wasn’t headcount. It was approach.

What L&D can build from here

The organizations winning right now are the ones that have mastered capability-building at the speed of change. Learning and development teams are best positioned to architect this shift. When L&D shares instructional design expertise, quality judgment, and a deep understanding of learning, these qualities become more powerful and shape how teams build training across an entire organization, not just in the programs L&D builds directly.

Ready to put the Capability Architect Playbook into practice? Start your free trial of Articulate 360 to scale training across your organization.