Many businesses, organizations, and agencies have built and honed their content operations (aka ContentOps) throughout the digital age. ContentOps is highly collaborative, and is critical for companies that want to scale their content production from manual mode to a high performance engine of insights and authority building. After all, content isn't just for humans any more, it's for the LLMs and generative AI platforms too.
Authoritative content tends to include:
Original insights from subject matter experts and executives
Direct answers to frequently asked questions
Evidence like case studies or testimonials
Just like any high-performance engine, it is critical to design it with care, assemble it with the best available parts, and fine-tune it regularly. Content operations require continuous monitoring and proactive repair, such as training a specialist, upgrading a platform, or tweaking a process workflow. Enhancing your content operations enables creatives to do their best work, editors to optimize creative assets and ensures customers have personalized, engaging, and consistent experiences across your digital channels.
Content operations are the people, processes, and platforms that help an organization plan, create, manage, optimize, approve, distribute, and update content at scale.
The term content operations is defined as the combination of people, processes, and technology platforms that enable companies to create, store, optimize, approve, and distribute their content assets. In other words, ContentOps is the execution engine for content strategy and content marketing. It is for content marketers what DevOps is for application developers, or what DevSecOps is for IT security professionals.
In the AEO/LLM era, Content Operations has undergone a fundamental shift from human-centric, volume-driven production to AI-collaborative, structure-focused orchestration.
The ContentOps operational model was rewritten to integrate Large Language Models (LLMs) across the entire lifecycle:
From automated ideation and data-driven briefing
Automated editing and instant metadata generation
Optimization to be cited other LLM platforms
This role compression transforms traditional human roles; instead of separate strategists, writers, and editors, highly skilled "evaluators" or "content engineers" guide AI tools to build high-quality, trusted assets at a previously unimaginable scale.
ContentOps is now also responsible for making content consistent, structured, and reusable across channels where AI systems form judgments about brand authority. Earned off-page content like customer and analyst reviews are also critical.
Content optimization goals have shifted from ranking and to "machine-legibility." ContentOps now centers on preparing information to be easily consumed, synthesized, and cited by Answer Engines (like Perplexity, Gemini, or ChatGPT).
Operationally, this requires a disciplined focus on "answer-first" writing, where concise definitions and direct answers lead every section. There is a renewed emphasis on structured content; the management of schema markup (JSON-LD), FAQ hubs, and precise factual formatting is no longer a downstream technical task but a core, proactive component of content creation.
Structured data and schema matter
The overarching mission of ContentOps has changed from simply getting a click on your search engine result link to ensuring your brand's authority is accurately reflected within the generated answer itself. Or ideally, captured in an AI overview. The competition for visibility is fast and fierce.
Content professionals must first establish the foundational goals and priorities which their content and digital marketing campaigns must meet. Not just quantitative goals like traffic, conversions, leads, and e-commerce sales revenues generated. Qualitative goals should also include whether their content meets goals like:
| Traditional Content Ops Goals | New ContentOps Goals in the AEO Era |
|
|
|
|
|
|
|
|
|
|
|
Just because your company already has the essential components of a ContentOps methodology in place doesn’t mean you’ve “checked that box,” and you can rest on your laurels. Your competitors are hard at work scaling up their strategy to increase their content visibility, quality, authority, and production volume. Don't give your competitors a head start on capturing the hearts, minds, and budgets of your target prospects and customers.
According to Gartner’s 2025 CMO Spend Survey, marketing budgets rose in many consumer-focused industries like CPG, pharmaceuticals, and manufacturing. Yet they fell in insurance, media, technology and business services. I think many companies are cutting back their investments in freelance writers and reducing the time that product marketing and subject matter experts are spending on creating content for awareness.
Key activities within ContentOps workflows include:
As a fractional content writer, I have seen the requests for traditional blogs and web page copy fall significantly. Instead, I now focus my efforts on creating content for the mid to lower parts of the funnel. Case studies, sales enablement content, ebooks, and research-based reports, for example. These content assets are key to gathering the firsthand observations, original research, and operational lessons that GenAI bots look for.
Content operations strategies are ever-evolving, and each phase happens simultaneously based on concurrent production lifecycles across multiple teams.
Here’s how to successfully adopt a ContentOps approach and ensure it positively impacts your customers’ experiences across your digital properties.
Content operations planning includes all customer-facing content, including assets from marketing, sales, product management, channels, and customer service departments. DevOps professionals on IT teams must be receptive to business application requirements from business users. Similarly, ContentOps principals should inspire teams to keep their channels and minds open to contributions from experts across your business.
It's better to wordsmith in-house,content from an internal subject matter expert that isn't a prolific writer than for content writers to use third-party sources and miss the "citation juice". Transcription bots like Granola, Otter, and Teams can transcribe online, and increasingly, in-person meetings for repurposing as articles and social media posts later.
Here are just some of the most common sources, ideas, and perspectives for your content calendar:
In customer-centric organizations, everyone in your company should be invested in making your customer-facing content resonate with your audience.
Content Operations leaders can help nurture your existing brand image and messaging or help you refine it based on your target audience’s evolving interests and tastes. They establish strategies for monitoring market sentiment on social media and curate the voice of your customers from your CRM systems and social media channels. Marketing teams can mine these data repositories with AI-powered content intelligence engines.
Ensure that your content is consistent. The same basic message should resonate across all channels, and addresses market and customer sentiment when creating or updating your personas, website copy, and content marketing campaigns.
It is more important than ever for companies to listen to the voices of prospects, customers, and partners and ensure your digital content reflects that you are paying attention. Relevant, timely content is vital for positive customer experiences.
Inspiration for topics to fill your content calendar comes from all directions. Yet your ops team should answer the questions your audience is seeking answers for. They should prioritze:
Answering the search intent questions like the "People Also Ask" questions from Google.
Comparison questions between your offerings
Companies must decide who should have access to their martech platforms such as analytics, web content, social media, and digital asset management. Limiting content and rich media access too tightly can be overly restrictive while enabling ultimately open access can lead to the unauthorized use of strategic brand assets.
An experienced ContentOps team can determine individual or role-based permission controls for individual image or video files or folders. Controlling who can find, edit, manipulate, or delete content or digital assets can safeguard your brand from being presented with the wrong context.
Managing your brand’s reputation should be your foremost concern. It is critical to have the right people, processes, and platforms to keep it consistent and compliant.
Once planning and scheduling are well underway, there’s no time like the present for creating and publishing an insightful library of long-form, short-form, and snackable content. Consult with customer-facing colleagues from across your business can help define the right mix of articles, ebooks, white papers, videos, social media posts, and infographics that will click with your target audience.
If your content team has already been churning out these kinds of digital assets for years, past performance is often the best indicator of future trends. Content intelligence and analytics can usually help you determine the topics, keywords, asset types, and file formats that are the most popular. It also helps to know what content internal and external users are based on user log-ins and where they reside. Your addressable market may be further afield than you initially thought.
It’s well-known that content and rich media is crucial from before a prospect connects with a salesperson until a company’s products and services are no longer of use to them. A Gartner study found that B2B buyers and buying groups only spend 17% meeting with potential suppliers, and only 5% or 6% with any one sales rep.
The study found these buyers spent 27% of their crucial buying activities doing research online. This reinforces that suppliers and service providers should have a robust library of insightful content and powerful digital assets. Gartner’s report found that customers who found that the information their supplier provided them throughout their purchase process was helpful are 2.8 times more likely to have an easy buying experience. And three times as likely to make a large order with less remorse or regret.
77% of their survey respondents reported their latest purchase was very complex. It seems there is lots of room for improvement in thought leadership content.
When I was in sales several years ago, I often lacked physical or digital brochures, pre-approved slide decks or case studies that reinforce what I said to clients. That is why I enjoy collaborating with salespeople to develop content and digital assets to inspire buyer confidence and trust. I really like to create assets like case studies, datasheets, ROI calculators, benchmarking data, and analyst reports are effective in this respect.
Gartner says many B2B buyers avoid working with salespeople and rely entirely on their independent research. Yet most end up regretting it. Salespeople are no longer “the” procurement channel; however, they are an important one. Sales support and enablement budgets count for nearly 12% of marketing spending in many businesses. Investing it in educating and aligning salespeople and marketing messaging is a wise choice.
Consultative sales reps make prospects and customers feel good about what they are buying by sending the right content at the right time. To survive in the digital era, sellers must find ways to exploit their company’s digital channel as a sales enablement channel.
ContentOps should have representation from partner marketing on their team or at least someone who understands partner enablement's strategic importance. Business partners such as value-added resellers, integrators, and developers of complementary products need access to insightful, ideally co-branded content. When their content mentions your brand is a positive light, it contributes to your AEO visibilty.
These partners need to demonstrate the nature and depth of their relationship with your company to build confidence and authority with their prospects and customers. Equipping partners with digital assets like partner logos, infographics and videos is a great way to expand your marketing reach to a broader audience. Equipping your partners to be better ambassadors for your company pays significant dividends over time.
I have learned to prioritize addressing search intent in the content I write lately, and to write questions to align with prompts users are entering into ChatGPT, Claude, and Gemini. I first learned the importance of that practice working at Geotab, but it's good to be reminded now and then.
It’s human nature to be compelled to read, watch, or consume content and media which aligns with our interests, beliefs, culture, and priorities. Since I work with platforms likes HubSpot, SEMrush, and Ahrefs, I've been sourcing a lot of my knowledge from those channels. Recommending and delivering personalized content increases the likelihood of investing time and attention in the insights your content offers.
ContentOps practices teams play vital roles in personalizing B2B content based on market intelligence criteria such as company size, industry, and position. The same goes for tailoring B2B2C and DTC based on demographic factors like age, gender, income, language, place of residence, and country of origin. These factors help ContentOps to tailor messaging, imagery, and cultural references.
Not all businesses have the resources to staff content writers or editors with language skills to accommodate all their audience segments. Investing in and adopting a digital asset management (DAM) system, or a content management systems (CMS) platform that supports multiple languages goes a long way. I have always found it helpful to use apps like Google Drive, SharePoint or Seismic helps to file documents in a place that allows for easy sharing with partners, customers, colleagues, and prospects.
Today’s B2B and B2C customers want more personalized content. A McKinsey research report found 71 percent of consumers expected companies to deliver personalized interactions, and 76 percent got frustrated when it didn’t happen.
Ensuring your content operations team can find, create, distribute, and optimize personalized content takes a lot of work. Yet, it can pay off with higher conversion rates and a competitive edge over companies in your space that are following a “spray and pray” approach with their content marketing.
To enable your ContentOps team to do its best creative work, it is essential you acquire, deploy, and integrate interoperable platforms and tools. Select CMS, DAM, productivity, and graphic design platforms which work seamlessly together, and offer documented standards-based APIs. It goes a long way to creating efficiencies.
Content operations teams often take on leadership roles and responsibilities for:
Consider how much easier it could be for designers to create, update, or edit designs in Adobe Creative Cloud modules like Illustrator or images in Photoshop. To profile, save, or retrieve files into or from the DAM system. Consider the efficiencies of enabling content writers or brand managers to write an ebook or create a brochure in Microsoft Word or PowerPoint and save them to a centralized digital media repository right from their Office application.
Many companies have extensive public internet websites, intranet collaboration sites, customer and partner portals and extranets.
ContentOps teams should govern access and publishing on a company’s internal and external CMS and DAM platforms and their related approval workflows and practices. Any standard operating procedures such as legal, financial, or executive reviews occur as necessary, and surprises are minimized.
Connecting CMS and DAM systems to business application platforms for CRM, ERP, product information management (PIM) and e-learning provide more opportunities to ensure content adheres to brand and design guidelines. Eliminate any excuses that public-facing content like financial reports, case studies, or sales presentation decks aren’t consistent with your photos, graphics, or messaging standards. Even for remote employees working from home or client sites.
The meteoric rise in e-commerce sales over the past several years has brought product information management (PIM) systems into the spotlight. Online catalogs store countless product images, videos, descriptions, and technical specifications.
A ContentOps approach to evaluating the options above would be to have a series of conversations with business and technology stakeholders and a holistic evaluation of the business's people, processes, and technology needs.
Inspiration rarely strikes when your creatives, marketing executives, and ContentOps teams are seated comfortably at their desks with clear calendars. It tends to happen when they attend conferences, meetings, or lunch with their colleagues when users only have their Android or Apple smartphone with them.
Mobile DAM access enables your team to easily upload photos from their cameras and share them across the business with authorized users. When your colleagues are on tradeshow floors or in the audience for conference keynotes, they can easily capture candid live photos and videos and share them via social media.
ContentOps teams and their extended organizations are ideally suited to co-ordinating content publishing, distribution, and amplification. They can prioritize the channels where they feel their audience is most likely to “hang out.” Creating great content is only the beginning.
Marketing operations leaders should define and enforce digital distribution rights and permissions. Distributed content teams also must decide on the most cost-effective and efficient way to store, share, and reuse large video files such as large video or high-resolution images.
Fortunately, modern DAM platforms reduce bandwidth-devouring uploads and downloads of large files through compression. All while keeping digital assets secure and discoverable by way of metadata searches.
The best way to ensure your ContentOps approaches are working is to constantly monitor KPIs like traffic, time-on-site, conversions, bounce rate, and social media engagement. Most high-performance marketing teams have a multitude of analytics, A/B testing and data visualization, and reporting systems in place.
Identifying content and digital assets which aren’t driving conversions or engagement as intended can be replaced or reworked.
Content that goes viral or creates an immediate spike in viewership can be:
To understand how content impacts customer experiences, you can’t make assumptions. It takes content intelligence and thorough analysis. Performance analysis approaches like heat maps, digital tracking, tagging, and assessment are effective measurement strategies for continuous improvement.
ContentOps can be considered the orchestration of people, processes, and technology across international borders, departments, technology platforms, and distribution channels. It requires open, candid discussions between creatives, developers, and their intradepartmental colleagues.
DevOps empowers software developers to adopt agile business practices, allowing individuals to fail fast without judgment. Similarly, ContentOps strategies prioritize team members over tools and processes. They are geared towards how content marketing campaigns influence customer and user experiences.
ContentOps methods prioritize collaboration and communication via standups, scrum meetings, or apps like Slack. Workflows are simplified to accelerate delivery and publishing. Creatives are motivated to create reusable and repurposable content. Content intelligence identifies what content and digital assets work, what doesn’t, and when pivots are required.
Are you on a journey to adopt ContentOps methodologies in your organization? Are you looking to generate content that resonates throughout your customer experiences and journeys?
Book a meeting with me to discuss any gaps on your marketing team that I could fill on a contract or full-time employee basis.