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Joshua Zavaleta

Technology, Use Case

March 12, 2026

Use Case: Preserving Expert Knowledge and Delivering It at the Point of Work

The Challenge 

Across aviation and defense maintenance environments, critical procedures are often documented in manuals that are technically accurate but difficult to translate into action. Maintenance technicians may rely on hundreds of pages of procedural documents, wiring diagrams, and schematic references to diagnose or repair a system. In many cases, the real expertise required to perform those tasks efficiently lives not in the manuals but in the heads of experienced technicians. 

This creates a common training gap. New personnel may have access to the documentation, but they still struggle to interpret how the procedure should actually be performed. Instructions that pass through multiple layers of documentation, design, and formatting often lose the original expert’s intent. 

Sequences become unclear. Important context disappears. The result is training that is technically correct but operationally confusing. 

When teams must troubleshoot complex systems under time pressure, that gap becomes costly. Tasks like tracing wiring through an aircraft structure or inspecting components for corrosion can take hours because technicians must mentally combine diagrams, reference images, and written instructions before taking action. 

The challenge is not simply delivering information. It is preserving the expert’s understanding of how the work is actually performed and delivering that understanding in a way that is usable in real environments. 

AVATAR’s Solution 

We address this challenge by transforming static technical documentation into interactive, spatially aligned training experiences. Instead of translating procedures through multiple documentation layers, the platform enables subject matter experts to shape the learning sequence directly. 

This approach allows the training experience to mirror how an expert actually performs the task. The order of steps, the pacing of instruction, and the points where feedback or guidance are needed all reflect the expert’s real-world workflow. 

We applied this model to naval aviation maintenance manuals that previously existed as static PDFs and simplified diagrams, converting them into augmented reality guidance. Technicians wearing a headset or using a compatible device can see digital instructions overlaid directly onto the aircraft components they are inspecting. 

Rather than interpreting diagrams separately from the equipment, technicians follow guided steps exactly where the work occurs. Wiring paths, inspection points, and procedural sequences appear aligned with the physical system, allowing users to move through the task in a way that closely matches the expert’s original intent. 

The system also records how each procedure is performed. Using xAPI data standards, training interactions can be captured and transmitted to performance analytics systems. Artificial intelligence tools can then evaluate patterns of proficiency, track skill retention, and identify areas where additional practice or instruction may be needed. 

Impact 

This approach changes the role of training documentation. Instead of acting as static reference material, expert knowledge becomes an interactive system that guides technicians at the moment they need it. 

Learners gain a clearer understanding of procedures because the training reflects how experienced technicians actually perform the work. Development cycles also accelerate, since subject matter experts can directly shape the learning experience without multiple translation layers. 

For organizations, the impact is significant. Institutional knowledge becomes scalable rather than dependent on a small number of experienced individuals. Training becomes more repeatable across distributed teams. And operational readiness improves because technicians can practice and execute procedures with greater confidence and accuracy. 

In environments where precision matters, preserving expert intent and delivering it at the point of work can dramatically improve both learning outcomes and mission performance. 

If improving technician readiness while preserving institutional knowledge is a priority, let’s discuss how these methods could apply to your environment. 

 

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TJ Southard

Creative Director

TJ Southard is a seasoned digital design veteran and the visionary leader of Avatar Partners’ creative team. With over three decades of experience, TJ has been at the forefront of digital design, pushing the boundaries of innovation. His expertise lies in crafting exceptional user experiences, particularly within the dynamic realm of XR. As a key architect of XR create, TJ brings a deep understanding of human-centered design to every project, ensuring that our solutions not only look stunning but also seamlessly integrate into users’ lives.
TJ’s passion for design, coupled with his extensive knowledge, makes him an invaluable asset to Avatar Partners. His leadership inspires our team to create groundbreaking XR experiences that captivate audiences and drive results. Under TJ’s guidance, our creative department is committed to delivering innovative and user-centric solutions that redefine the future of XR technology.

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Scott Toppel

President

Scott Toppel is the President of AVATAR Partners, Inc., a pioneering company in the field of digital transformation. With a career spanning over two decades, Scott has been instrumental in driving innovation and efficiency across various industries, including defense, healthcare, and heavy industry. Under his leadership, AVATAR Partners has developed cutting-edge software solutions that simplify complex systems, improve safety, and enhance performance. Scott’s expertise lies in leveraging advanced technologies such as Augmented Reality (AR), Virtual Reality (VR), Mixed Reality (MR), and Artificial Intelligence (AI) to create immersive training and operational tools. His vision has led to the successful deployment of hundreds of use cases, from military applications to industrial maintenance and healthcare training. A strong advocate for standardization, Scott has been actively involved in the International Mixed Reality Standards Association (IMRSA), promoting best practices and technical standards for XR applications. His commitment to innovation and excellence has earned AVATAR Partners a reputation as a leader in the digital transformation space. Scott holds a deep understanding of the challenges and opportunities in modern industries, and his strategic insights have been pivotal in helping organizations navigate the complexities of digital transformation. With a focus on delivering practical, user-centric solutions, Scott continues to drive AVATAR Partners towards new heights, ensuring that the company remains at the forefront of technological advancements.

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Michael Davis

VP of Technology

Michael guides the vision, architectural design, management and quality of numerous deployed programs, including numerous Augmented Reality projects, Interactive Electronic Technical Manual (IETM) He led API’s multi-faceted development team that produced the Joint Mission Planning System(JMPS) Interactive Multi-Media Instruction (IMI) modules for the FA-18 Hornet and Super Hornet, the EA-18G Growler and Rotary Wing platforms. The JMPS IMI were designed to reduce the time to plan combat missions by providing the mission planner with accurate instructions when and where they are needed. All modules are produced via the S1000D standard.Michael Davis has 16 years’ experience as a Technical Manager for large scale programs for the US Navy,US Marine Corps and US Coast Guard, and specifically the EA-6B Prowler Naval aircraft, the TJS (Tactical Jamming System) PODs for the EA-6B Prowler and EA-18G aircrafts, the C-RAM (Counter Rocket,Artillery, Mortar) Mobile for the US Army, and the RB-M (Response Boat-Medium) and logistics management system for the USCG. Michael has served as a Mechanical Engineer, 3D Animator/Multimedia Developer, Modeling and Simulation where he led the advancement and design of the interactive Virtual Integration and Assembly (VIA) Intranet system for the AAAV (Advanced Amphibious Assault Vehicle) project.Mike earned a BS in Mechanical Engineering and a certificate in Biomedical Engineering at the Georgia Institute of Technology. He is certified in Reliability-Centered Maintenance Level II and Joint Application Design (JAD).
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Marlo Brook

Founder & Chairwoman

Marlo Brooke is Founder and Chairwoman of AVATAR Holdings, which includes a group of technology companies headquartered in Irvine CA, including AVATAR Partners, an integrated digital transformation software provider that improves profit, performance and safety in heavy industry and defense. Her portfolio also includes simpleAR, a SaaS and on-prem platforms that features an AI-driven, no-code, platform agnostic XR authoring suite that integrates seamlessly with IoT and Digital Twins, supports remote assistance, and delivers valuable user analytics. Marlo holds 11 AI and XR technology patents. Marlo serves as Co-Chair for the International Mixed Reality Standards Association (IMRSA) for worldwide open standards. Founded organically without venture capital, The AVATAR Holdings portfolio continues to maintain a stable leadership team and is committed to philanthropy and reinvesting profits to create positive impact in the world. Outside of work, Marlo’s hobbies include gardening, running, nature, and philanthropy for disadvantaged youth, women’s rights and the underprivileged.

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