DITA

How Generative AI Search Will Impact Technical Documentation Discoverability In The Next Decade

The Content Wrangler - Wed, 2025-01-29 15:46

Generative AI search engines are here, and they're about to flip the world of technical documentation on its head. These tools won't just tweak how we create, find, or read tech content in the next ten years—they'll completely reshape it.

Let's take a look at what's coming and how it's going to shake things up.

Search That "Gets You"

Generative AI search engines are kicking keyword searches to the curb. Instead of wading through endless links, you'll get straight-up answers that match what you're asking. For this to work, documentation teams must rethink their content—making it clear, bite-sized, and easy for AI to identify, understand, and digest.

Imagine a developer hits an authentication error in API version 2.0. Instead of pulling their hair out while searching, they ask, "How do I fix this error in version 2.0?" Boom—AI answers are delivered on a silver platter, pulled from release notes, FAQs, and code examples. No rabbit holes. No swearing at the screen. Just the right info, right when and where you need it.

The Death Of The Keyboard: The Future Is Conversational

And let’s talk about how all this is changing the way we interact with tech. Generative AI is rewriting the rules for keyboards and typing, making them feel like yesterday's tech.

Why type out awkward, choppy keywords like "fix API error v2" when you can say, "How do I fix this API authentication error in version 2.0?" AI loves a good conversation. It can turn searches into natural, intuitive chats instead of a guessing game with keywords.

Voice input is stepping in as the new favorite.

Why Type When You Can Ask Alexa Or Siri To Figure It Out?

And for the times when typing is still necessary, AI shortens the back-and-forth. It delivers straight answers, so you don't have to refine your search a dozen times. Plus, you can skip typing altogether with multimodal input on the rise. Upload a photo of an error message or tap on predictive suggestions, and AI will deliver the goods.

Sure, keyboards will stick around for professional work or those moments when voice input isn't ideal, but they're no longer the show's star. AI prioritizes ease and efficiency, letting us ditch clunky keyword searches for something that feels human. The future is conversational, and the keyboard is learning to share the spotlight.

Generative AI Search Engines Are Kicking Keyword Searches To The Curb

Early data from Microsoft Bing AI and Google Bard shows people love conversational AI that cuts to the chase with direct answers. Microsoft even bragged that over 100 million people started using Bing daily after they added AI—yes, Bing. Who saw that coming?

Read more

Categories: DITA

Gilbane Advisor 1-29-25 — Picking a go-to AI, DeepSeek implications

This week we feature articles from Ethan Mollick, and Alberto Romero. Additional reading comes from Daniel Tunkelang, Cassie Kozyrkov, Mike Masnick, and Om Malik. News comes from Progress Software, Perplexity, TransPerfect, and TileDB. Next issue arrives February 12. All previous issues are available at https://gilbane.com/gilbane-advisor-index Opinion / Analysis Which AI to use now: An updated opinionated guide Picking […]
Categories: DITA

ConVEx 2025: The Premier Event for Technical Documentation Pros Looking To Scale Content Operations and Enhance Self-Service Experiences

The Content Wrangler - Mon, 2025-01-27 17:31

Circle April 7-9, 2025, in bold red marker because San Jose, California, is hosting ConVEx 2025.

This 27th annual confab gathers the sharpest minds in technical documentation, content strategy, content engineering, and content operations. Experts share tips, tricks, and secrets to creating, managing, and delivering better content.

The Content Wrangler is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

The Center for Information-Development Management (CIDM) delivers this annual event, seamlessly blending learning, networking, and inspiration.

Why You Should Be at ConVEx 2025

ConVEx packs a ton into two days. It's not just PowerPoint slides and coffee breaks.

Here's what's in store for attendees:

  • Mind-Expanding Presentations: Industry experts will share tips, tricks, and tools you can actually use. Think strategies for tackling your biggest documentation headaches, not boring buzzwords.

  • Panel Debates: Join smart people arguing (nicely) about how to fix content chaos, scale operations, and make self-service content less of a hot mess.

  • Real-World Stories: Want proof that this stuff works? Case studies will show how top companies beat the odds, streamlined their processes, and made measurable progress.

Photo: Volker Meyer

Browse the Cool Tools Zone

Okay, it's officially called the exhibition area, but let's get real—it's like a candy store for tech doc geeks. Stroll through and check out the latest software, AI tools, and workflow hacks that will save you time, impress your boss, and maybe even make you look like a wizard at work.

Software and service vendors are ready to chat about everything from localization to automation. No awkward sales pitches—just helpful info, product demonstrations, and maybe some tasty chocolates.

Who Should Show Up?

If your job involves creating or managing technical product information or documentation content, this event practically calls your name. It's perfect for:

  • Documentation Managers: You're tired of herding cats and need systems that work.

  • Technical Writers: Learn tricks to improve your skills and avoid reinventing the wheel.

  • Content Strategists: Get ideas for making content people want to use.

  • Product Managers: Find out how great content makes customers happier (and your life easier).

  • Customer Experience Pros: Find out how great content creates happy, loyal customers who spread the word about your offerings to others.

Photo: Los Muertos Crew

Why San Jose?

Because Silicon Valley, baby! It's tech central, and San Jose is where innovation, culture, and excellent tacos collide. You'll leave the conference buzzing with ideas—and maybe with a new favorite lunch spot.

Don't Sleep on This

ConVEx 2025 is your chance to meet like-minded pros, swap ideas, and learn from the best. You'll leave smarter, better connected, and armed with solutions to your toughest challenges. Don't miss it!

See the full agenda, speaker lineup, and registration details.

Pro tip: sign up early to lock in your spot. If you act quickly, you can save 10% off the cost of registration when you use discount code — TCW — at checkout.

The Content Wrangler is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

Categories: DITA

Filtering foreign literals out of SPARQL query results

bobdc.blog - Sun, 2025-01-26 10:20
And only the foreign literals.
Categories: DITA

TileDB now available in AWS Marketplace

TileDB, a database designed for discovery, announced its availability through AWS Marketplace. AWS customers now have access to TileDB’s omnimodal capabilities directly within AWS Marketplace, streamlining the purchase and management of TileDB within their AWS environment. This expanded accessibility ensures a more diverse range of organizations can advance research and therapeutic development. “Frontier” data is […]
Categories: DITA

What Are 'Monaspace' Fonts And Why Should Technical Writers Care

The Content Wrangler - Thu, 2025-01-23 15:30

Let’s face it: as technical writers, some of us spend a inordinate of time staring at code blocks, inline commands, and system outputs. And when we’re not deciphering the latest JavaScript spaghetti, we’re formatting Markdown in Docs-as-Code workflows that feel like a modern-day version of the myth of Sisyphus.

Enter Monaspace fonts—a new type family that promises to make our lives easier and our documentation more readable.

Before you roll your eyes and mutter, “Another font?” let me explain why Monaspace isn’t just another fancy typeface. It’s a font system designed explicitly for technical content, and it might just make you fall in love with typography. Or at least tolerate it more.

What Are '“Monaspace” Fonts?

Monaspace is the Swiss Army knife of fonts: versatile, practical, and unexpectedly stylish. It’s a family of five distinct fonts—Neon, Argon, Xenon, Radon, and Krypton—each with its personality and purpose.

Read more

Categories: DITA

Progress launches Progress Data Cloud Platform

Progress, a provider of AI-powered digital experiences and infrastructure software, announced the launch of Progress Data Cloud, a managed Data Platform as a service designed to simplify enterprise data and artificial intelligence (AI) operations in the cloud to accelerate digital transformation and AI initiatives while reducing operational complexity and IT overhead. Progress Data Cloud enables […]
Categories: DITA

TransPerfect acquires H2A

TransPerfect, a provider of language and AI solutions for global business, announced the acquisition of H2A, a French company providing contact center customer experience and business process outsourcing (BPO) solutions. H2A provides inbound and outbound customer support, telemarketing, order processing, and technical support for industries including telecommunications, retail, finance, and public services. The company’s focus […]
Categories: DITA

Gilbane Advisor 1-22-25 — Knowledge graphs & trust, unverified code no-no

This week we feature articles from Juan Sequeda, Dean Allemang & Bryon Jacob, and Steve Jones. Additional reading comes from Eli Pariser & Deepti Doshi, Tim Bray, Ethan Mollick, and Sara A. Metwalli. News comes from Contextual AI, Contentstack & Lytics, dbt Labs & SDF Labs, and Foxit. Next issue arrives January 29. All previous issues are available at https://gilbane.com/gilbane-advisor-index Opinion […]
Categories: DITA

Why Technical Writers Must Evolve from Structured to Semantic Content

The Content Wrangler - Tue, 2025-01-21 15:31

I once thought structured content was the pinnacle of technical writing sophistication. Like labeling all your moving boxes and patting yourself on the back for being organized, I marveled at its clean tags and nested elements, smugly assured that everything was in its place. But just as you can’t solve life’s problems with a color-coded filing cabinet, I’ve come to realize that structured content, while essential, isn’t the whole story.

Welcome to the world of semantic structured content,
where you organize data to make it meaningful.

Photo: Lukas S

Structured Content: The Foundation

Structured content organizes information into a predictable framework using markup languages like Extensible Markup Language (XML) or its specialized cousin, the Darwin Information Typing Architecture (DITA). It locks in consistency, makes reuse a breeze, and lets you publish content across platforms and channels.

The Content Wrangler is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

Structured content has been a lifesaver for tech writers, rescuing us from the Wild West of unstructured documents and giving us scalable workflows instead of headaches.

But here's the rub: structured content, while fantastic for organizing information, doesn't know what it's talking about. It's like following a recipe exactly but not understanding why baking soda makes the cookies rise. Sure, it's got the structure down, but where's the meaning? Enter semantic content.

Photo: Los Muertos Crew

Semantic Content: Adding Meaning to Structure

Semantic content, the sophisticated older sibling of structured content, is the key to unlocking a deeper understanding. It doesn't just organize information; it explains what the content means and how it connects to other information. Using technologies like RDF or vocabularies like schema.org, semantic content enriches structured content with context and relationships that machines—and humans—can understand, enlightening readers and enhancing their knowledge.

Think of it like this: structured content is a beautifully organized cookbook written in XML. Semantic content is the same cookbook, but with notes in the metadata that say, "This recipe pairs perfectly with that one," or "Use this ingredient as a substitute in case of dietary restrictions." It's all about adding meaning to the structure, making the content more intelligent and thus more informative.

Photo: Pixabay

Here’s another example: a structured content model might include a product name, description, and specifications in a table. Semantic content, however, would go further by explicitly defining relationships, such as "Product X is compatible with Product Y" or "Specification A is required for Feature B." This added layer of meaning allows AI systems to draw inferences, answer nuanced questions, and create contextually-relevant connections that structured content alone cannot.

Why You Need Semantic Structured Content Now

You might think, "This sounds great, but do I need semantic content right now?" The answer is an unequivocal yes. AI and machine learning systems are rapidly becoming central to how people access information, and they thrive on context. They need content that doesn't just say, "Here's some data," but also explains, "Here's why this matters and how it connects to everything else."

For example, structured content can give users detailed specs and instructions if you write product documentation. Semantic content, however, can tell them how features relate, which configurations are compatible, and what scenarios call for specific actions. It helps AI systems answer complex user questions, create personalized recommendations, and support richer user experiences.

Without semantic content, your content is just an instruction manual;
with it, it becomes an intelligent assistant.

Photo: Pixabay

So, How Do You Get Started?

Transitioning from structured to semantic content might sound daunting, but it's more manageable than you think. Start by understanding the basics of semantic technologies like Resource Description Framework (RDF), JSON-LD, and Web Ontology Language (OWL).

Look at your content and identify key relationships—what connects to what, and how? Adopt semantic standards like schema.org or industry-specific vocabularies to ensure your content is machine-readable and interoperable.

Most importantly, you should collaborate with your team to weave semantic thinking into your content strategy.

Photo: Kalei de Leon

The Natural Evolution of Technical Documentation

The shift from structured to semantic content represents a natural evolution in technical communication. As the demand for smarter systems and personalized user experiences grows, so does the need for content that not only organizes information but also makes it understandable to machines. By embracing semantic content, technical writers can not only meet today’s challenges but also help shape the future of intelligent communication systems.

Now is the time to lead this transformation.

Are you ready to make the shift? 🤠

The Content Wrangler is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

Categories: DITA

Perplexity introduces Sonar Pro API

With Perplexity’s Sonar and Sonar Pro API (the latter generally available to all developers starting today), you can build your own generative search capabilities powered with real-time, web-wide research and Perplexity features. We’re also expanding public access to advanced features like JSON mode and search domain filters for select usage tiers.  The Sonar API is […]
Categories: DITA

Add Your Voice To The 2025 State of Customer Self-Service Survey

The Content Wrangler - Thu, 2025-01-16 15:31

Ready to help shape the future of customer self-service? Heretto's groundbreaking research survey is back for its second year, and your voice is more crucial than ever.

The 2025 State of Customer Self-Service Survey goes beyond basic trends – we're uncovering the strategies that turn good support into exceptional customer experiences.

Whether you're crushing it at self-service or just getting started, your insights will help companies across industries unlock their full potential.

By participating, you'll:

  • Get early access to industry-defining insights

  • Help set new benchmarks for customer support excellence

  • Join an exclusive community of forward-thinking professionals

Don't miss your chance to influence how businesses evolve their self-service strategies.

Take the survey!

Interested in the results from our previous survey? Grab your copy of the 2024 State of Customer Self-Service Report today!

The Content Wrangler is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

Categories: DITA

Contextual AI launches platform for building specialized RAG agents

Contextual AI, an enterprise RAG company, announced the general availability (GA) of the Contextual AI Platform, helping enterprises build specialized RAG agents to support expert knowledge work. While there is broad consensus that general-purpose AI agents are poised to streamline many generic tasks, Contextual AI believes that specialized RAG agents will instead be required to […]
Categories: DITA

dbt Labs acquires SDF Labs

dbt Labs, experts in analytics engineering, has acquired SDF Labs, the team of former Meta and Microsoft engineering leaders behind SDF, a data transformation technology. The acquisition will integrate SDF’s multi-dialect, dbt-native SQL comprehension capabilities into dbt, delivering improvements to dbt performance and enhancing the developer experience, efficiency, data velocity and data quality. the SDF […]
Categories: DITA

Foxit launches standalone web-based AI platform

Foxit, a provider of PDF and eSignature products and services, helping knowledge workers to increase their productivity and do more with documents, announced the launch of Foxit AI, a standalone web-based AI platform that delivers document-centric AI capabilities to users across industries. Foxit AI offers a comprehensive suite of features, including AI-powered chat assistance, document […]
Categories: DITA

Contentstack acquires Lytics

Contentstack, a composable digital experience platform (DXP) provider, today announced its acquisition of Lytics, a real-time customer data platform. The acquisition, which closed in December of 2024, brings comprehensive audience insights, content analytics and profile management to the Contentstack platform, unlocking real-time personalization for known and unknown users. Major global brands including Kraft Heinz, Mondelez, […]
Categories: DITA

Gilbane Advisor 1-8-25 — o3 and ARC, Simpson’s Paradox

This week we feature articles from Melanie Mitchell, and Maria Mouschoutzi. Additional reading comes from Chia Jeng Yang, Nilay Patel & Mustafa Suleyman, Kate Knibbs, and Sayash Kapoor & Arvind Narayanan, and Louie Peters. News comes from Graphlit, RWS, Brightcove, and Grammarly & Coda. Next issue arrives January 22. All previous issues are available at https://gilbane.com/gilbane-advisor-index Opinion / Analysis OpenAI’s o3 […]
Categories: DITA

Crafting User-Centered Documentation: Lessons from Usability Studies

The Content Wrangler - Thu, 2025-01-02 15:30

[TLDR] A recent study, "Listen to Your Users: The Effect of Usability Evaluation on Software Development Practice," by Marta Kristín Lárusdóttir, an Associate Professor at Reykjavik University, provides insights of value to tech writers into the impacts of usability evaluation methods on software development.

Related: A Systematic Review of Software Usability Studies

Software has slithered into every corner of our lives, quietly elbowing its way into our shopping carts, Netflix queues, and even the spreadsheets where Karen from accounting secretly plots world 🌍 domination.

It’s the invisible concierge of modern existence, fetching cat memes while scheduling your root canal. Try to avoid it, and you’ll find yourself in a standoff with a self-checkout machine that seems to know your darkest secrets but still insists you didn’t bag the kale.

Widespread reliance on software apps makes usability critical. Tech writers are essential in creating clear, user-friendly documentation that reduces frustration and enhances usability satisfaction with software products.

What Is Usability?

"The extent to which a product can be used by specified users to achieve specified goals with effectiveness, efficiency, and satisfaction in a specified context of use."

Source: International Organization for Standardization (ISO) 9241-11, Ergonomics of human-system interaction—Part 11, Guidance on usability
Photo: David Travis via Unsplash

Why Evaluating Usability Matters

Usability evaluation is like watching someone try to fold a fitted bed sheet—it reveals how well (or catastrophically) people interact with a system.

When system design leaves users bewildered, tech writers are saddled with the fallout, scrambling to cover up the cracks with explanations that shouldn't have been necessary to create in the first place.

Related: The 10 Most Common Reasons For Poor Usability

Software Usability Lessons Learned

Usability Testing Gold Standard: The Think-Aloud Method

The Think-Aloud method is the gold standard for usability testing. It’s like eavesdropping on someone's inner dialogue while they navigate your software—only they know you're listening, and they're kind enough to talk out loud so you can hear their thoughts.

This technique helps evaluate usability by having users discuss their thoughts, decisions, and frustrations as they interact with a product or system. Their real-time narration shows you what they find easy, confusing, or difficult to use. Watching actual users struggle, triumph, or groan through real-world tasks uncovers challenges you might not otherwise notice.

Why Heuristic Evaluations Alone Are Insufficient

While helpful, heuristic evaluations can't compete with the raw, unfiltered honesty of a real-world user saying, "Wait, WTF am I supposed to click?"

Source: Offline Granny

Heuristic evaluations and the Think-Aloud method are like two very different dinner guests at a usability testing party.

The heuristics expert arrives early, armed with a checklist and a knowing smirk, pointing out all the theoretical flaws in the seating chart before anyone arrives. Meanwhile, the Think-Aloud participant strolls in fashionably late, sits down, and narrates their dinner experience in real time—“Why is the soup cold?” or “I can’t figure out which fork to use.”

Related: 10 Usability Heuristics for User Interface Design

Photo: David Travis on Unsplash

Diverse Evaluation Methods Yield Richer Usability Insights

Mixing usability evaluation methods is like combining ingredients in a recipe—you get more flavor and texture.

Heuristic evaluations are fast, efficient, and perfect for catching broad issues early on. The Think-Aloud method, on the other hand, takes more effort but reveals what goes wrong when the guests (or users) interact with the product. Together, they make a well-rounded pair, offering the expert’s foresight and the user’s experience to create a more usable product.

Heuristic evaluations establish the structure, while incorporating real-world observations provide you the messy, juicy details. Together, they tell the full story of how users actually engage with a system.

For tech writers, this means you can predict the wild variety of ways people will tackle a task and create docs that speak to everyone, from the fearless power-user blazing through menus to the newbie poking buttons as if they might explode.

Tech Writers Should Prioritize Updates To Documentation That Align With High-Impact Usability Fixes

Tech writers should consider making updates to their documentation that align with high-impact usability fixes. Think of it as triaging a dinner party gone wrong—you deal with the kitchen fire before worrying about the slightly overcooked green beans.

This means playing the alignment game—focusing on updates that tackle the usability quirks most likely to trip users up. The goal? Craft content that explains and hands users the tools to succeed, even when the system isn’t optimized to work as easily as it might otherwise.

This gap between “it works” and “it works for humans” is where usability experts, designers, and yes, technical writers, swoop in to save the day. But until usability as a priority gets a permanent seat at the development table, the effort to make software truly user-friendly will remain the odd one out, quietly waiting for its turn to shine.

High-impact fixes address the parts of a system where users are most likely to stumble, curse, and possibly throw their smart phone across the room. Updating the documentation to match these fixes saves users from unnecessary agony and makes you look like the hero who actually understands their plight.

Plus, it’s a smart way for you to work. Why should you spend hours perfecting instructions for obscure features no one uses when you could tackle the big stuff everyone complains about? It’s like choosing to patch the roof instead of rearranging the furniture while rain pours in.

And let’s be honest: when you align your updates with what developers are fixing, you’re not just helping users—you’re making the whole team look good. Who doesn’t love a little mutual back-patting?

Photo by Luis Gomes

Why Don’t Software Devs Focus On Usability, Anyway?

The study didn't just lift the curtain on software developers and usability—it exposed a truth we all know, but don't love to admit:

Developers, no matter how much they appreciate usability data, are stuck in the land of tight deadlines and impossible to-do lists. They can't fix everything, so they cherry-pick the disasters that scream the loudest.

Software developers don’t focus on usability as much as you’d think because deadlines, feature requests, bug fixes, and management’s insistence on adding “just one more thing” tend to push usability into the corner like the kid no one wants on their dodgeball team.

It’s not that they don’t care; it’s just that “Does this button make sense?” tends to lose out when “Does the app crash?” is still on the table.

And, let’s not forget the classic “developer goggles” syndrome. Developers know how the system works because they built it, so they assume users will magically understand it, too. Add a sprinkle of budget constraints and a dash of “ship it now, fix it later,” and you’ve got a recipe for a product that sometimes feels like it actively dislikes its users.

Tech Writers: Don’t Let Usability Take The Back Seat

As much as you’d like to think perfect software falls from the sky, it’s a team sport, and technical writers are on the front lines. When usability takes a back seat, you’re explaining away the quirks, translating chaos into clarity, and ensuring users don’t toss their laptops out the nearest window. But imagine a world where usability isn’t an afterthought. Imagine if technical writers, developers, and designers worked together from the start to create systems that don’t just work—but work beautifully.

It’s not just a dream; it’s a goal worth striving for. In the end, making technology accessible and delightful isn’t just good for users—it’s good for all. So let’s stop patching over cracks and start building bridges.

Who’s in?

Categories: DITA

Graphlit Agent Tools Library streamlines unstructured data ingestion and AI agent workflows

Unstruk Data Inc, an AI software provider, introduced the Graphlit Agent Tools Library, now live on GitHub (github.com/graphlit/graphlit-tools-python). This new toolkit builds on Graphlit’s RAG-as-a-Service platform capabilities, enabling developers to rapidly build AI agents that streamline data handling and LLM-driven workflows. By eliminating infrastructure complexities, Graphlit positions itself as a comprehensive solution for organizations seeking to harness large […]
Categories: DITA

Brightcove partners with Acquia

Brightcove, a streaming technology company, is sharing enhancements to its platform through strategic partnerships to enhance the video content creation, distribution and monetization, and to help customers build more cohesive, easy-to-deploy martech stacks. The relationship with Acquia is part of a broader initiative to co-sell and co-market integrated solutions that drive mutual customer success. For […]
Categories: DITA
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