advanced content Articles - Enterprise Knowledge https://enterprise-knowledge.com/tag/advanced-content/ Mon, 17 Nov 2025 22:06:38 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.2 https://enterprise-knowledge.com/wp-content/uploads/2022/04/EK_Icon_512x512.svg advanced content Articles - Enterprise Knowledge https://enterprise-knowledge.com/tag/advanced-content/ 32 32 Rebecca Wyatt to Present on Context-Aware Structured Content to Mitigate Hallucinations at ConVEx conference https://enterprise-knowledge.com/rebecca-wyatt-present-2025/ Mon, 31 Mar 2025 17:50:48 +0000 https://enterprise-knowledge.com/?p=23566 Rebecca Wyatt, Partner and Division Director for Content Strategy and Operations at Enterprise Knowledge, will be delivering a presentation on Context-Aware Structured Content to Mitigate Hallucinations at the ConVEx conference, which takes place April 7-9 in San Jose, CA.  Wyatt … Continue reading

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Rebecca Wyatt, Partner and Division Director for Content Strategy and Operations at Enterprise Knowledge, will be delivering a presentation on Context-Aware Structured Content to Mitigate Hallucinations at the ConVEx conference, which takes place April 7-9 in San Jose, CA. 

Wyatt will focus on techniques for ensuring that structured content remains tightly coupled with its source context, whether it’s through improved ontologies, metadata-driven relationships, or content validation against trusted sources to avoid the risks of hallucinations. 

By the end of the session, attendees will have a deeper understanding of how to future-proof their content and make it both AI-ready and hallucination-resistant, fostering more accurate and trustworthy outputs from LLMs.

For more information on the conference, check out the schedule or register here.

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Getting Control of Your Content: AI Solutions to Streamline and Optimize Your Digital Assets https://enterprise-knowledge.com/getting-control-of-your-content-ai-solutions-to-streamline-and-optimize-your-digital-assets/ Tue, 22 Oct 2024 14:44:39 +0000 https://enterprise-knowledge.com/?p=22272 Paula Land, Principal Consultant for Content Strategy and Operations and Elliott Risch, Semantic AI Consultant, presented a LavaCon pre-conference webinar on the topic of AI-assisted content analysis titled Getting Control of Your Content: AI Solutions to Streamline and Optimize Your … Continue reading

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Paula Land, Principal Consultant for Content Strategy and Operations and Elliott Risch, Semantic AI Consultant, presented a LavaCon pre-conference webinar on the topic of AI-assisted content analysis titled Getting Control of Your Content: AI Solutions to Streamline and Optimize Your Digital Assets. 

Land and Risch discussed how LLM-powered solutions can be harnessed to overcome the challenges of content overload and duplication. They explored how GenAI technologies can be leveraged to automatically identify and eliminate duplicate or near-duplicate content, enabling organizations to streamline their repositories and retain only the most relevant and valuable materials. 

The talk included real-world case studies from Enterprise Knowledge, illustrating how GenAI has been successfully deployed to help our clients analyze and act on insights about the current state of their content. 

The LavaCon Conference on Content Strategy and Technical Communication Management will be held October 27-30 in Portland, Oregon. EK will be sponsoring and presenting a session at the conference

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AI-Ready Content Accelerator https://enterprise-knowledge.com/ai-ready-content-accelerator/ Tue, 08 Oct 2024 20:27:56 +0000 https://enterprise-knowledge.com/?p=22243 AI solutions are only as good as the content that powers them. When content lacks the necessary quality, structure, and enhancement, AI tools will fail to appropriately understand it, leading to a high risk of “hallucinations,” as well as distrust … Continue reading

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AI solutions are only as good as the content that powers them. When content lacks the necessary quality, structure, and enhancement, AI tools will fail to appropriately understand it, leading to a high risk of “hallucinations,” as well as distrust and frustration from your end users. EK is expert not just in content operations, governance, and design, but also in advanced semantics and AI at every stage from strategy through implementation. We’ll combine these unique areas of expertise to assess your content and support you to ensure your content model will provide enough context to reduce hallucinations and improve AI initiative outcomes.

What Makes Content AI-Ready?

Content that is ready for AI is:

  • High quality: The tried and true “garbage in/garbage out” applies to AI-ready content. Reduce the volume of content by cleaning out content that is not current or is duplicate. 
  • Relevant and accurate: Ensure all content has a purpose. Is the content aligned to business strategy or task completion? Is the information presented correct and reliable?
  • Contextualized: Modeling your knowledge domain establishes a foundational relationship between your content strategy and business strategy, providing context to enrich the meaning AI derives from content.
  • Semantically rich: Metadata and contextual tags provide essential context like purpose, audience, and relationships to other content guiding LLMs to interpret content accurately, ensuring AI-driven interactions are meaningful and relevant.
  • Structured and standardized: Structured content is explicit, relevant, and clear in its relationships, providing additional context to LLMs.
  • Governed: Content governance includes standardization, quality control, and proper metadata tagging, ensuring that once content is AI-ready it stays that way over time.

Download the AI-Ready Content Accelerator Brochure

What is the AI-Ready Content Accelerator?

Working with EK’s content strategy, artificial intelligence, and semantic solutions experts will help your team:

  • Analyze the current state of your content and metadata for factors affecting AI readiness.
  • Develop and prioritize use cases to validate the content model’s impact on AI outcomes.
  • Model the structure and relationships of prioritized content to increase context and compatibility with GenAI solutions.
  • Transform and enrich prioritized content.
  • Test the improved content model for impact on prioritized AI use cases.
  • Develop a strategy and roadmap to move your content model and content operations toward an AI-ready target state.

Key Deliverables

  • AI-Ready Content Primer: Technically rigorous guidance about what makes content AI-ready as well as best practices for improving content along all of the factors which improve AI readiness.
  • AI-Ready Content Analysis Report: Technically rigorous report of the current state of your prioritized content and its current AI-Readiness with tactical data points to enable content cleanup.
  • Knowledge Model: A conceptual map of key business concepts which informs the design of your MVP content model.
  • MVP Content Model: Content structure and relationships at the right level of technical rigor for your prioritized use cases.
  • Content Operations Expansion Plan: As a companion to the content model, the expansion plan provides key insights into how to scale the MVP content model and supporting content processes.

Key Outcomes

  • Reliable, high quality content that is validated for relevancy, currency, deduplication, accuracy, and semantic richness.
  • Data to demonstrate the impact of high quality content on prioritized AI use cases.

How it Works

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EK’s Rebecca Wyatt to Speak at CMS Connect 2024 https://enterprise-knowledge.com/eks-rebecca-wyatt-to-speak-at-cms-connect-2024/ Thu, 11 Jul 2024 14:08:54 +0000 https://enterprise-knowledge.com/?p=21752 Rebecca Wyatt, Partner and Division Director of Advanced Content Solutions at Enterprise Knowledge, will speak at CMS Connect 2024 brought by Boye & Co on August 6-7 in Montreal. In the presentation, “Getting More Value Out of Your Content,” Wyatt … Continue reading

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Rebecca Wyatt, Partner and Division Director of Advanced Content Solutions at Enterprise Knowledge, will speak at CMS Connect 2024 brought by Boye & Co on August 6-7 in Montreal.

In the presentation, “Getting More Value Out of Your Content,” Wyatt will explore the intersection of knowledge and content management – illustrated with EK client case studies who are using CMS to capture, manage, and act on knowledge. Attend this session to discuss:

  • The types of information assets which cross the boundary of content and represent organizational knowledge;
  • The role of the CMS integrated with a larger knowledge management ecosystem to not only engage and delight content consumers, but also to enable organizational decision-making; and
  • The integration of content models and semantic models to enable interoperable systems.

CMS Connect is an international conference dedicated to the global content management community. Wyatt’s talk takes place August 6th at 3 PM EDT. Learn more about this sold out event and join the waiting list.

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Paula Land to Speak at Content Strategy Mastermind Event https://enterprise-knowledge.com/paula-land-to-speak-at-content-strategy-mastermind-event/ Thu, 13 Jun 2024 14:54:56 +0000 https://enterprise-knowledge.com/?p=21451 Wednesday, June 19, 2024 at 9:00 a.m. PDT / 12:00 p.m. EDT Content auditing, the qualitative aspect of content analysis, is typically thought of as less about tools and more about human evaluation. By harnessing AI tools, however, content strategists … Continue reading

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AI-Augmented Content Analysis

Wednesday, June 19, 2024 at 9:00 a.m. PDT / 12:00 p.m. EDT

Content auditing, the qualitative aspect of content analysis, is typically thought of as less about tools and more about human evaluation. By harnessing AI tools, however, content strategists can enhance the speed, accuracy, and depth of their audits, allowing the humans to focus on high-level strategic tasks. In this presentation, Paula will talk about how AI technologies can empower content strategists to identify patterns, analyze data, and make informed decisions, ultimately leading to more effective content strategies.

Paula Land is Principal Consultant for Advanced Content at Enterprise Knowledge and author of Content Audits and Inventories: A Handbook for Content Analysis.

Click here to register for the event and learn more about Content Strategy at EK here.

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Dynamic Product Content to Improve Marketing Operations https://enterprise-knowledge.com/dynamic-product-content-to-improve-marketing-operations/ Fri, 24 May 2024 15:00:04 +0000 https://enterprise-knowledge.com/?p=20858 Enterprise Knowledge (EK) helps a global leader in telecommunications to embark on a digital content transformation journey.
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The Challenge

A global leader in telecommunications recently embarked on a digital content transformation journey to solve two key challenges:

  1. Content Marketing efficiency needed to be improved. Marketers were managing multiple copies of go-to-market (GTM) content and sales collateral. When product information was inevitably changed, updates had to be made in multiple content objects and systems.
  2. Sales Enablement content needed to be more findable. Sellers had to look in multiple systems for sales collateral, not being able to trust if the collateral they found had the most current product information.

In addition to these strategic marketing operations drivers, the company needed a solution that addressed the following challenges:

  • Sales team frustration over labor-intensive search experiences 
  • Lack of accessibility of relevant and reliable content across departments
  • Content consumers sorting through structurally inconsistent content about products, solutions, and services
  • Content creators managing complex workflows and duplicate content across multiple systems during content operations and curation processes
  • Enterprise misalignment on the system of record caused by a lack of cohesive understanding of the function of each system in the organization’s technical ecosystem

Duplicate and overlapping GTM content, inefficient content operations, and difficulty finding reliable sales collateral were costing the company a great deal and the problem demanded an urgent solution.

The Solution

Enterprise Knowledge (EK) partnered with the company for an end-to-end content strategy and engineering engagement. EK worked closely with client stakeholders across sales, marketing, and IT departments and conducted multiple focus groups, interviews, and system demos to understand the current state of the organization’s GTM content and content technology. EK then co-designed an updated content strategy which leveraged structured product content to optimize content operations, enabling multi-channel publication of GTM content and sales collateral.

EK’s team collaborated with key project stakeholders to design a product content model. EK’s consultants defined the structure of products, the relationship between product components, and the taxonomy necessary to traverse those relationships. The product content model now enables the intelligent assembly of sales collateral, as well as multi-channel publishing to multiple user experiences including sales enablement portals, marketing websites, mobile applications, and social media.

In addition to delivering the content strategy and product content model, EK provided the architecture and development of an enterprise content ecosystem. Expert solution architects collaboratively documented a comprehensive list of requirements and analyzed the organization’s current content tech stack. EK leveraged content strategy insights from related workstreams to identify cross-departmental touchpoints that would benefit from specific systems and illustrate where necessary taxonomy and content management system integrations would enhance content operation processes. The target solution enabled digital asset management, complex workflows, content reuse, dynamic content assembly, and multi-channel publishing.

EK delivered a solution for enterprise management of GTM content and sales collateral that leveraged prior work and analyses to create a fully customized, iterative, and immediately actionable roadmap and recommendation report for this client’s GTM content strategy. The roadmap and recommendation report included guidance for continuing the iterative development of a scalable enterprise content solution. This roadmap will help the organization sustain long-term GTM content strategy and outline short-term wins that can be implemented on a shorter timeline, including clear descriptions of how each task or workstream will benefit the organization’s business outcomes.

The EK Difference

EK’s advanced expertise in content engineering and enterprise content solutions enabled the company to optimize marketing operations and improve sales enablement outcomes. As part of our human-centered solution design methodology, EK’s team collaborated with key project stakeholders during our iterative design and development process. Our team also worked directly with system end users to ensure our understanding of their needs and concerns was accurate when designing a solution and delivering our final recommendations. EK’s Knowledge Management (KM) expertise allowed for secure multi-channel publishing to both an internal channel for sales enablement and external marketing channels while keeping product information secure and consistent.

The Results

This content engineering engagement supplied the company with a holistic product content model that unified cross-departmental product information and supporting metadata to streamline marketing operations. A centrally managed and consistently applied product taxonomy improves sales consistency and centrally managed structured product content reduces the time to publish GTM content and sales collateral.

In addition to improved marketing operations, sellers in the organization are able to find all product information and relevant sales collateral in one place instead of 10 distinct content repositories. This dynamic Sales Enablement Portal improves sales conversion and win rates, and supports more holistic conversions–facilitating cross-selling and up-selling when sellers are able to more quickly find reliable product information.

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AI-Augmented Content Analysis to Remediate Duplicate Content https://enterprise-knowledge.com/ai-augmented-content-analysis-to-remediate-duplicate-content/ Wed, 03 Apr 2024 16:01:20 +0000 https://enterprise-knowledge.com/?p=20184 A global energy company with operations in over 60 countries began actively working to reduce their carbon emissions to achieve Net Zero by 2050. Enterprise Knowledge (EK) evaluated and refined their strategic roadmaps, which yielded a plethora of new initiatives that built on their existing efforts. Continue reading

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The Challenge

In alignment with the UN Paris Agreement, a global energy company with operations in over 60 countries began actively working to reduce their carbon emissions to achieve Net Zero by 2050 within three key domains:

  • Direct greenhouse gas emissions produced from sources that the company can operationally control;
  • Indirect greenhouse gas emissions from the generation of purchased energy produced during the effort of producing energy (e.g., by the company’s energy-producing assets); 
  • Other indirect greenhouse gasses, including those emitted from the process of using energy products sold by the company.

The company’s information management (IM) team engaged Enterprise Knowledge (EK) to evaluate and refine their strategic roadmaps, which yielded a plethora of new initiatives that built on their existing efforts. One of these initiatives focused on developing a “green” information management sustainability strategy. To achieve this, their IM team sought a pilot to address some of their most pressing challenges, as identified and synthesized by EK:

  • Proliferation of duplicative content, based on the organization’s internal formula for carbon emissions per GB of content storage;
  • High barrier to entry to reduce duplication proactively (e.g., linking existing content requires more effort than making copies); and 
  • Collaboration software unintentionally built silos and promoted content duplication due to a lack of visibility and awareness.

The Solution

To address the challenge of carbon emissions created due to content storage, EK designed a web application that uses AI technologies to identify duplicate content and evaluate options for handling it. The application dashboard displays aggregate statistics on the presence and type of duplicate content, allowing users to make a decision as to whether it should be retained, updated, archived, or deleted. This provides a clear view into duplication and its connection to CO2 emissions, promoting a cultural shift among employees to increase awareness about carbon footprint and the role they play in contributing to a wider sustainability strategy.

One of the striking aspects of this effort was the sheer magnitude of the IM team’s content collection, estimated at 500 million documents and many petabytes of information. The EK team worked with our stakeholders to gather and prioritize requirements and build the application with this scale in mind, including a number of key components:

  • Identification of content storage locations;
  • Indexer to crawl the content collection;
  • Data pipeline to convert content to a vector database that allows for closer examination;
  • AI model to continuously identify duplicate content within designated content locations; and
  • Method of showing scope and impact of duplicate content to the end user.

The technical team leveraged Azure Open Source AI and Power BI to design a prototype dashboard to quantify duplicate unstructured and semi-structured assets based on scans, indexes, and queries. EK also used reusable code wherever possible to further minimize computing power and carbon emissions. Leveraging the metadata and textual content, AI-based analysis can rate the likeness of other information previously indexed. 

The team created a value statement and strategic roadmap that will continue to provide guidance to the company on continued expansion of their Green IM tool. It included consideration of the complexities of their environment for topics like scaling, rollout, and customer footprint growth, underscored with the importance of change management as a critical component. As part of the roadmap, the team was also able to identify opportunities to selectively introduce proactive and reactive automation in order to help users reduce their content duplication throughout the course of their normal day, such as warning notifications when uploading content that meet a certain similarity threshold with an existing content item in a given repository (proactive) or enabling system triggers to remove duplicative content through the dashboard interface itself (reactive). The ultimate future state goal, as identified in the roadmap, is to enhance the web application and make it actionable in supporting push-of-a-button content deletion through the application itself, promoting a pure “don’t make me think” content experience and further behavioral change.

The EK Difference

EK leveraged our history with the company, our understanding of their strengths and challenges, and a balanced team of technical and strategy subject matter experts (SMEs) to proactively propose the idea of a “green” application, based on their enterprise effort to reduce greenhouse gas emissions.

The EK team also developed a customized scorecard to evaluate the pilot’s success and ensure alignment to the company’s strategic objectives, including measurable factors like:

  • The ability to calculate carbon footprint with at least 80% accuracy;
  • 75% of non-technical users report being able to use the application on their first try with minimal training; and
  • A solution that abides by all architectural and security requirements established by the technical team.

This comprehensive understanding of the challenge, paired with the delivery of a tailored mechanism for assessing the proof of concept’s success, enabled EK to perfectly position the organization to take on similar efforts in the future.

The Results

EK identified potential pathways to quickly address carbon emissions within the IM team, with an initial focus on reducing the amount of duplicate content within their repositories. 

In partnership with the client, EK identified a pilot set of 226 million of the company’s approximately 500 million total documents to prove out the concept.

With a 15% target deduplication rate this company has the potential to remove over 34,000 kilograms of CO2 from the environment through a reduction in physical server usage, directly supporting their objective to remove greenhouse gas emissions from operations that they are capable of controlling.

Beyond providing tangible, quantifiable statistics upon which to build a business case for larger ESG initiatives, this initiative also provided the IM team with a repeatable framework for running similar “green” efforts in the future, as well as faster and more accurate decision making through less clutter and quicker access to content.

In doing so, EK was able to demonstrate the technical and business viability of an AI-driven content deduplication tool. The pilot use of this tool demonstrated the accurate identification of duplicates based on conversion to a vector database and AI modeling to identify – and fine tune – duplicate content.

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Rebecca Wyatt and Emily Crockett to Speak at Upcoming Learning Guild Conference https://enterprise-knowledge.com/rebecca-wyatt-and-emily-crockett-to-speak-at-upcoming-learning-guild-conference/ Wed, 27 Mar 2024 16:02:29 +0000 https://enterprise-knowledge.com/?p=20234 Rebecca Wyatt, Partner and Director for Enterprise Knowledge’s Advanced Content Team, and Emily Crockett, Content Engineering Consultant, will deliver a hands-on micro master class on “Improving Learning Content Efficiency with Reusable Learning Content” at The Learning Guild “Work Smarter, not … Continue reading

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Rebecca Wyatt, Partner and Director for Enterprise Knowledge’s Advanced Content Team, and Emily Crockett, Content Engineering Consultant, will deliver a hands-on micro master class on “Improving Learning Content Efficiency with Reusable Learning Content” at The Learning Guild “Work Smarter, not Harder” online conference on Wednesday, April 10, at 2:30 PM EST/ 11:30 AM PST. Wyatt and Crockett will walk participants through the process of creating a reusable learning content model as well as best practices of dynamic content. The session will also explain how reusable content enables the personalization of the learning content to achieve optimal learning and performance outcomes, while ensuring consistency, accuracy, and efficiency.

View event details and register here.

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Dynamic Content POC for Sales Enablement in Healthcare https://enterprise-knowledge.com/dynamic-content-poc-for-sales-enablement-in-healthcare/ Thu, 21 Mar 2024 15:00:00 +0000 https://enterprise-knowledge.com/?p=19670 The Challenge An international healthcare company equipped medical sales representatives with large slide decks to inform medical professionals about new products and medical research during in person meetings. These meetings were important to the healthcare company’s core mission of creating … Continue reading

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The Challenge

An international healthcare company equipped medical sales representatives with large slide decks to inform medical professionals about new products and medical research during in person meetings. These meetings were important to the healthcare company’s core mission of creating and making available innovative, life saving medicine. However, the job of representatives was made difficult because these slide decks were hundreds of slides long, featured many images, charts, and graphs, and were subject to stringent compliance and regulatory requirements. The representatives were having a hard time navigating to specific slides or pieces of information they needed mid conversation because they could not meaningfully search for topics within a slide deck that was voluminous and had a lot of untagged multimedia. They also had to remember and abide by compliance rules without having any checkpoints or reminders built into the content itself. These challenges combined resulted in decreased sales conversion and win rates, lengthened time to respond to the needs of buyers,  and exposed representatives to increased compliance risk.

The Solution

EK architected and developed a Sales Enablement Proof of Concept (POC) built in a CCMS with a front end in React. This POC broke the content in slide decks down into topical components that could then be efficiently assembled into customized microsites by representatives in the field. These highly configurable microsites allowed sellers to efficiently customize their sales collateral for the needs of buyers.

For example, content about a research study might have components for Overview, Methods, Design, and Results. When a representative wanted to discuss just the general details of the study, they had the option to only include the study Overview component in their microsite, so as not to bog down their conversation with unnecessary details. The content in the Dynamic Content POC was also much more conducive to being used on the go, by being available in a URL instead of a .ppt file that required downloading, and by being searchable both using keywords or via the site navigation. These features made it much easier for sales representatives to fluidly navigate from topic to topic during their conversations with medical professionals, customizing their presentation on the fly to respond to the lead qualifying information. The content model also accounted for regulatory and compliance rules by creating relationships between content segments that must be shown together, or in a certain order. This way, representatives faced less of a burden to recall and adhere to compliance themselves, and could count on the content itself to be compliantly ordered. 

Finally, the POC made multimedia assets like images, graphs, and charts more findable by leveraging a specific content component for media assets. This way each asset could be tagged and described with metadata, rendering it searchable by keywords. This created a much simpler interface for representatives seeking to find a specific data point or image within many media assets. Ultimately multimedia handling requirements at the enterprise level would require a DAM, but EK was able to deliver satisfactory functionality appropriate to the POC within the CCMS.

The EK Difference

EK’s Advanced Content Team was able to provide the healthcare company with a dynamic, innovative Sales Enablement POC that solved for multiple challenges medical sales representatives were facing. EK combined industry leading content engineering expertise to redefine the shape and structure of content with user experience design best practices to ensure the solution was intuitive to navigate so that Sellers could easily and efficiently find customized Go To Market content and sales collateral. EK’s technical consultants were also able to develop an extensible POC over a short amount of time and with little risk, so that the healthcare company could quickly realize business value from their investment. Rapid delivery of working software also provided an efficient tool for testing and providing feedback on features and functionality.

The Results

As a result of the Sales Enablement POC, the healthcare company has been able to populate and build out a larger Dynamic Content repository that extends the content model and includes even more configurable sales collateral. The company will be able to mature their solution over time using the extensible content model and Sales Enablement POC that EK built. Medical sales representatives will ultimately be armed with an ever-expanding selection of easily personalizable content, resulting in improved sales conversion and win rates.

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Fernando Aguilar Islas and Emily Crockett to Present Webinar on Content Graphs for Personalization https://enterprise-knowledge.com/fernando-aguilar-islas-and-emily-crockett-to-present-webinar-on-content-graphs-for-personalization/ Thu, 07 Mar 2024 19:00:30 +0000 https://enterprise-knowledge.com/?p=20121 Fernando Aguilar Islas, Data Science Consultant, and Emily Crockett, Content Engineering Consultant, are teaming up with the Content Wrangler, Scott Abel, to present a webinar on March 19th, 2024 from 1-2pm discussing Ontologies, Structured Content, and Knowledge Graphs. Learn how … Continue reading

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Fernando Aguilar Islas, Data Science Consultant, and Emily Crockett, Content Engineering Consultant, are teaming up with the Content Wrangler, Scott Abel, to present a webinar on March 19th, 2024 from 1-2pm discussing Ontologies, Structured Content, and Knowledge Graphs. Learn how knowledge graphs of componentized content improve personalization, findability, and content reuse. Webinar participants will learn how componentized content, in tandem with knowledge graphs and LLMs, will improve content performance. They will dive into a real-world case study showcasing the practical applications of these technologies. Find more details here and register now to make sure you don’t miss this exciting presentation!

Leveraging ontologies, structured content, and knowledge graphs to provide exceptional experiences

 

This event is brought to you by The Content Wrangler and is sponsored by Heretto, a powerful component content management system (CCMS) platform to deploy help and API documentation in a single portal designed to delight your customers.

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