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Industry insights
UI for AI: Responsible content delivery (webinar)
With AI, users are taking control over content delivery through summarization, personalization, translation, and more. But what are the risks? In this webinar, Sarah O’Keefe, CEO of Scriptorium, and Fabrice Lacroix, CEO of Fluid Topics, explore strategies and share examples of UI for AI that empower users while protecting them—and your organization—from misinterpretation, incomplete information, and compliance breaches.
As somebody who works in structured content with metadata, taxonomy, and all those other fun things, we’re telling people, you have to do the work. You have to do the work upfront because once that ingestion step happens and the AI is ingesting not structured, not consistent, not governed, not accurate, not up-to-date content, then what chance does the AI have? The AI is not going to make your content magically more accurate. It’s not magic. I mean, it can do some magic looking things, but it is not magic. Your entropy always wins. Your content will always sort of degenerate, right? So you start for your best possible, and it goes down from there. So what’s the best possible thing that you can get into your database?
— Sarah O’Keefe
Machine experience (MX): Making content work for humans and machines
Your website may look great to humans, but can machines understand it? In this episode, Sarah O’Keefe (Scriptorium) and Tom Cranstoun (Digital Domain Technologies) explore the emerging discipline of machine experience (MX). Sarah and Tom discuss what AI agents actually encounter when they visit your web pages, why microdata and metadata are critical, and what content creators must do to ensure content is consumable for both human and machine audiences.
Tom Cranstoun: Humans are looking for pictures, they’re looking for text, and they can infer. You may think, “Well, we’ve already added information on the page,” but by putting it in as microdata, it doesn’t appear on the page for the humans. It appears on the page for the machine. I think that that’s a critical distinction. We are trying to design for both. We don’t want to overload a human with information, but we do want to give the machine as much information as it can take.
ConVEx 2026: Metadata, DITA, AI-readiness, and more
What does the content future actually look like? At ConVEx 2026, our team shared glimpses of the future and practical insights on how to prepare.
Chart your AI-ready content ops career (webinar)
In this webinar, Emilie Herman, Director of Content Operations at the Financial Accounting Foundation (FAF), shares lessons from her career journey. Through the lens of publishing services and large-scale content workflows, Emilie shows how the shift from manual processes to automation mirrors what’s happening with AI, and how these adaptation techniques apply to your content ops career.
It’s isolating when you feel like it’s all on you to figure out how to reinvent your career. Reach out and talk to people. It’s nice to make a human connection, which is very important to get past AI, but also to look at what other people are doing. Collaborate, talk things through, and acknowledge that everybody’s trying to figure things out. People want to experiment! There’s strength in numbers. If you have a manager, mentor, or someone who can help put you in the room to be part of the discussion, you feel empowered to take control of your destiny.
— Emilie Herman
Getting Productive with content experience
Content experience matters. We don’t often get a chance to talk openly about our clients and content experience. This time, the good experience came to us AS THE CLIENT, and it was so good that we have to share.
Futureproofing content ops: Career growth, structured content, and AI risk
Ready to futureproof your content operations? These upcoming events have the insights you’re looking for!
From black box to business tool: Making AI transparent and accountable
As AI adoption accelerates, accountability and transparency issues are accumulating quickly. What should organizations be looking for, and what tools keep AI transparent? In this episode, Sarah O’Keefe sits down with Nathan Gilmour, the Chief Technical Officer of Writemore AI, to discuss a new approach to AI and accountability.
Sarah O’Keefe: Okay. I’m not going to ask you why this is the only AI tool I’ve heard about that has this type of audit trail, because it seems like a fairly important thing to do.
Nathan Gilmour: It is very important because there are information security policies. AI is this brand-new, shiny, incredibly powerful tool. But in the grand scheme of things, these large language models, the OpenAIs, the Claudes, the Geminis, they’re largely black boxes. We want to bring clarity to these black boxes and make them transparent, because organizations do want to implement AI tools to offer efficiencies or optimizations within their organizations. However, information security policies may not allow it.
AI and accountability
Generative AI + lip service to guard rails = instant free content.
The brutal reality is that content is a commodity.
Come see Scriptorium at these upcoming events
We’re ready to bring you more industry-leading content ops insights in 2026! Check out these upcoming events.
Takeaways from tcworld 2025
Like every conference in the past few years, AI was a major emphasis at tcworld in mid-November. With around 4,000 attendees and a huge trade show, tcworld is bigger than any of the North American technical documentation events. The program includes sessions in both English and German, and attendees come from all over the world.
Detecting solutions for structured content: Lessons from LavaCon
At LavaCon 2025, we investigated the impossible dream of customer content, uncovered the potential of structured learning content, and shared solutions to make sure your content doesn’t sleep with the fishes—or the whale sharks.
Come see Scriptorium at these upcoming events!
We have several industry-leading sessions lined up for the rest of 2025. Learn about our upcoming events in this blog post.
Is Zoomin being discontinued?
For a few months, I’ve been hearing rumors that Zoomin would be discontinued after its purchase by Salesforce.
See Scriptorium at these summer events!
We have several great events lined up for the summer of 2025. Here’s where you can see Scriptorium in action.
Fighting Words: a punchy conversion case study
Reeling from a one-two punch of scattered and inaccessible content? Ready to transform chaotic content into a seamless user experience? I trained a scattered group of content using a combo of robust metadata and content filtering to publish player-specific rules guides. Get in the ring and find out how you can apply these lessons to your own content processes.
Our top four topics for 2024
Did you miss a podcast, blog post, or webinar? We get it–there’s too much content and not enough time, but we’ve got you covered. Here’s a collection of our biggest topics from this year.
Pulse check on AI: December, 2024 (podcast)
In episode 178 of the Content Strategy Experts podcast, Sarah O’Keefe and Christine Cuellar perform a pulse check on the state of AI as of December 2024. They discuss unresolved complex content problems and share key considerations for entering 2025 and beyond.
The truth that we’re finding our way towards appears to be that you can use AI as a tool and it is very, very good at patterns and synthesis and condensing content. And it is very, very bad at creating useful, accurate, net new content. That appears to be the bottom line as we exit 2024.
— Sarah O’Keefe
AI, replatforming, and penguins?
The tcworld/tekom conference took place in Stuttgart, Germany, from November 5–7. The event is the largest technical communication conference in the world, typically with 2,500–3,500 attendees.
From stakeholders to stake-holders: Getting business buy-in for content operations
LavaCon 2024 delivered actionable insights, emphasizing that your business case for content operations requires strong alignment with business goals. Successful content modernization hinges on executive support, effective change management, and a wary eye on AI.
Do enterprise content operations exist?
Is it really possible to configure enterprise content—technical, support, learning & training, marketing, and more—to create a seamless experience for your end users? In episode 177 of the Content Strategy Experts podcast, Sarah O’Keefe and Bill Swallow discuss the reality of enterprise content operations: do they truly exist in the current content landscape? What obstacles hold the industry back? How can organizations move forward?
Sarah: You’ve got to get your terminology and your taxonomy in alignment. Most of the industry I am confident in saying have gone with option D, which is give up. “We have silos. Our silos are great. We’re going to be in our silos, and I don’t like those people over in learning content anyway. I don’t like those people in techcomm anyway. They’re weird. They’re focused on the wrong things,” says everybody, and so they’re just not doing it. I think that does a great disservice to the end users, but that’s the reality of where most people are right now.
Bill: Right, because the end user is left holding the bag trying to find information using terminology from one set of content and not finding it in another and just having a completely different experience.
The future of AI: structured content is key (webinar)
In this episode of our Let’s Talk ContentOps! webinar series, industry experts Sarah O’Keefe and Carrie Hane explore the intersection of structured content and artificial intelligence. Discover how structured content improves the reliability and performance of AI systems by increasing accuracy, reducing hallucinations, and supporting efficient content management.
In this webinar, attendees will learn:
- AI’s capabilities and limitations
- How structured content enhances AI abilities in content management, personalization, and distribution
- Best practices for integrating AI and structured content
Enterprise content operations in action at NetApp (podcast)
Are you looking for real-world examples of enterprise content operations in action? Join Sarah O’Keefe and special guest Adam Newton, Senior Director of Globalization, Product Documentation, & Business Process Automation at NetApp for episode 175 of The Content Strategy Experts podcast. Hear insights from NetApp’s journey to enterprise-level publishing, lessons learned from leading-edge GenAI tool development, and more.
We have writers in our authoring environment who are not writers by nature or bias. They’re subject matter experts. And they’re in our system and generating content. That was about joining us in our environment, reap the benefits of multi-language output, reap the benefits of fast updates, reap the benefits of being able to deliver a web-like experience as opposed to a PDF. But what I think we’ve found now is that this is a data project. This generative AI assistant has changed my thinking about what my team does. Yes, on one level, we have a team of writers devoted to producing the docs. But in another way, you can look at it and say, well, we’re a data engine.
— Adam Newton
