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Breakdown Elimination in Manufacturing: Enhancing Uptime with Connected Worker Technology

Learn how connected worker technology helps eliminate breakdowns in manufacturing, boosting uptime, efficiency, and operational resilience.

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Breakdowns are one of the most significant disruptors in manufacturing operations. Whether caused by mechanical failure, human error, or insufficient maintenance, equipment breakdowns lead to unplanned downtime, lost productivity, and increased operational costs. For manufacturers striving for world-class performance, Breakdown Elimination (BDE) is a foundational pillar of reliability-centered maintenance and operational excellence.

breakdown elimination in manufacturing

In this article, we explore what Breakdown Elimination entails, how Connected Worker technology transforms the approach to managing breakdowns, and how innovative platforms like Augmentir empower frontline teams to drive sustainable improvements.

What is Breakdown Elimination?

Breakdown Elimination is a proactive approach focused on identifying, analyzing, and permanently eliminating the root causes of equipment failures. It is a cornerstone of Total Productive Maintenance (TPM) and Lean Manufacturing, targeting improved Overall Equipment Effectiveness (OEE) through systematic problem-solving and process improvement.

Breakdown elimination directly tackles unplanned stops—one of the Six Big Losses in manufacturing—by reducing equipment failures and boosting uptime. Japanese entrepreneur Seiichi Nakajima developed both TPM and the six big losses as a framework for reducing waste and bringing more value to the customer. Eliminating breakdowns improves availability and helps address other losses tied to performance and quality, making it a key driver of overall efficiency.

Unlike reactive maintenance, where the focus is on fixing machines after failure, BDE emphasizes:

  • Root cause analysis (RCA) to understand underlying issues, using the 5 Whys method
  • Frontline involvement in identifying and solving problems
  • Continuous improvement cycles to prevent recurrence
  • Standardized work to sustain gains

The goal is not only to restore functionality but also to implement corrective and preventive actions that stop the problem from reoccurring. Successful BDE programs often involve cross-functional collaboration between operators, maintenance teams, engineers, and management.

Pro Tip

Using digital tools and connected worker technology can help to support Breakdown Elimination at every stage—from detection to resolution and long-term prevention.

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The Impact of Breakdown Elimination

Breakdown Elimination drives significant value across manufacturing operations, including:

  • Reduced downtime: Identifying and resolving systemic causes of failure increases equipment availability
  • Increased productivity: With more reliable assets, output levels rise without added costs.
  • Lower maintenance costs: Preventing breakdowns reduces emergency repairs, spare part usage, and overtime.
  • Improved safety: Eliminating frequent equipment failures reduces the risk of accidents and injuries.
  • Better workforce engagement: Empowering frontline workers to solve problems promotes ownership and morale.

Despite its benefits, BDE can be challenging to implement without the right tools. Traditional paper-based systems often slow down data collection, obscure visibility into recurring issues, and hinder real-time collaboration.

Connected Worker Technology and Breakdown Elimination

Enter Connected Worker technology—digital platforms that empower frontline workers with real-time access to information, guidance, and collaboration tools. Connected Worker solutions play a transformative role in enabling Breakdown Elimination by addressing several critical needs in the process:

1. Real-time Data Collection

Connected Worker platforms allow operators and technicians to digitally log breakdown events as they occur. This immediate input ensures that data is accurate, timestamped, and enriched with contextual details (such as photos, sensor data, or video clips), which are crucial for effective root cause analysis.

2. Guided Workflows and Standardization

Digital work instructions and SOPs help standardize responses to breakdowns. When an operator encounters a recurring issue, they can follow an optimized troubleshooting guide, reducing variability and guesswork.

3. Enhanced Communication and Collaboration

Connected Worker tools support real-time communication across departments and shifts. Maintenance teams can be instantly alerted, engineers can review breakdown trends remotely, and best practices can be shared across sites.

4. Analytics and Continuous Improvement

With integrated analytics, Connected Worker platforms enable manufacturers to identify patterns in breakdown data. Heatmaps, Pareto charts, and KPI dashboards highlight systemic issues and help prioritize high-impact improvements.

5. Frontline Empowerment

Operators are no longer passive reporters of problems; they become active participants in problem-solving. Through digital forms, escalation tools, and feedback loops, workers contribute to eliminating the causes of breakdowns permanently.

How Augmentir Supports Breakdown Elimination

Augmentir, a leading Connected Worker platform powered by artificial intelligence (AI), provides a comprehensive suite of tools designed to support Breakdown Elimination at every stage—from detection to resolution and long-term prevention.

Augmentir serves as a digital frontline operating system for your TPM strategy. With Augmentir, you can digitize, manage, and optimize all aspects of your frontline operation:

  • Daily Direction Setting (DDS)
  • Daily Management System (DMS)
  • Centerline Management
  • Clean, Inspect, Lubricate processes
  • Defect Management
  • Breakdown Elimination
  • Changeover Management
  • Shift Handover
  • 5S and Layered Process Audits
  • Quality Management on the Shop Floor
  • Safety

augmentir connected worker platform – digital frontline operating system for iws

Here’s how Augmentir helps manufacturers eliminate breakdowns:

1. AI-Driven Work Instruction and Guidance

Augmentir’s digital workflows guide workers through inspection, troubleshooting, and maintenance procedures with step-by-step clarity. By digitizing standard operating procedures and enabling smart branching logic, Augmentir ensures the right action is taken at the right time—every time.

When equipment fails, operators can quickly access contextual work instructions based on the specific failure mode, reducing diagnosis time and improving repair accuracy.

Furthermore, with tools like Augmentir’s Augie – a generative AI assistant for frontline operations, operators can get access to real-time troubleshooting resources and digital guidance.

frontline copilot generative ai for troubleshooting

2. Smart Data Capture

Augmentir enables seamless data capture at the point of work. Operators log downtime events, causes, and corrective actions via mobile devices, tablets, or smart glasses. This data feeds directly into analytics dashboards without manual entry or delays.

Photo and video capture further enriches the data set, providing visual evidence that aids in root cause analysis and training.

3. Continuous Learning with AI Insights

The AI engine in Augmentir analyzes performance data from workers, machines, and processes to identify skill gaps, process inefficiencies, and frequent failure patterns. These insights help prioritize BDE efforts and guide targeted interventions.
For example, if a particular asset experiences frequent minor stops due to operator error, Augmentir can recommend personalized training or suggest procedural adjustments.

4. Cross-Functional Collaboration

Breakdown Elimination often requires input from multiple departments. Augmentir fosters collaboration by enabling real-time communication and task delegation within a single platform. Issues can be escalated, tracked, and resolved collaboratively, reducing mean time to repair (MTTR).

industrial collaboration using augmentir to support breakdown elimination in manufacturing

5. Knowledge Retention and Transfer

Breakdown Elimination requires that lessons learned are captured and shared. Augmentir creates a living knowledge base where best practices, successful fixes, and RCA findings can be stored and retrieved on demand. New hires benefit from instant access to tribal knowledge, improving ramp-up time and reducing repeated failures.

 

 

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AI in Action: How Hunter Industries Reinvented Workforce Training with AI

Learn how Hunter Industries is transforming workforce training and operational performance using Augmentir’s AI-powered Connected Worker platform to reduce scrap, improve changeovers, and close skills gaps.

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Manufacturers today face a familiar but increasingly urgent challenge: how to train, upskill, and support a less-skilled, less-experienced frontline workforce while maintaining productivity, quality, and operational efficiency. As product complexity increases and experienced workers retire, traditional training methods simply can’t keep pace.

hunter industries transforms training with ai

A recent Assembly Magazine feature highlights how Hunter Industries, a global manufacturer of irrigation and outdoor lighting products, is tackling this challenge head-on using Connected Worker technology powered by Augmentir. The results demonstrate how AI-driven digital tools can transform training from a static process into a measurable, performance-driven strategy.

The Challenge: Complex Operations and Workforce Variability

Hunter Industries operates advanced manufacturing processes, including injection molding and extrusion, where changeovers and setup tasks require precision and expertise. Like many manufacturers, Hunter faced variability in skill levels across shifts and facilities. Tribal knowledge, paper-based instructions, and manual tracking made it difficult to standardize execution and measure training effectiveness.

As operations scale and workforce demographics shift, these challenges become more pronounced:

  • Skills gaps between new and experienced workers
  • Inconsistent execution of standard operating procedures
  • Limited visibility into training effectiveness
  • Downtime and scrap caused by human error
  • Difficulty scaling best practices across teams

Hunter recognized that improving frontline performance required more than digitizing documents—it required a connected, intelligent system that could adapt to workers in real time.

The Solution: AI-Native Connected Worker Platform

By implementing Augmentir’s Connected Worker platform, Hunter Industries digitized and transformed how work is delivered, supported, and optimized on the shop floor.

augmentir ai-native connected worker platform

Augmentir combines:

  • Digital work instructions to standardize processes
  • AI-driven insights to personalize guidance
  • Skills tracking and competency management
  • Mobile-first tools for frontline accessibility
  • Remote collaboration capabilities
  • Generative AI tools to accelerate content creation and knowledge capture

Instead of relying on static PDFs or binders, workers now receive contextual, step-by-step digital guidance tailored to their skill level. The system continuously analyzes performance data to identify where workers may need additional support, helping reduce errors before they impact production.

This shift from reactive troubleshooting to proactive workforce optimization represents a significant evolution in how manufacturers manage training and performance.

Improving Training Effectiveness with Real-Time Insight

One of the most impactful outcomes of Hunter’s deployment is improved visibility into training effectiveness.

Traditionally, manufacturers measure training completion—not training impact. Workers attend sessions, complete certifications, and move on. But do those sessions actually translate to better performance on the floor?

With Augmentir, Hunter can now connect training data directly to operational outcomes. Supervisors gain insight into:

  • How quickly workers complete tasks
  • Where errors occur most frequently
  • Which procedures require additional coaching
  • Whether recently trained employees are performing at expected levels

This real-time feedback loop enables continuous improvement. As noted in the Assembly Magazine article, Hunter’s operations training leadership can now evaluate whether training efforts are delivering measurable results.

“The use of Augmentir within our manufacturing operation highlights our commitment to our people and innovation in the workplace,” says Yunior Murillo, operations training manager at Hunter Industries. “Augmentir’s platform allows our technicians to perform at their best while improving efficiency across our manufacturing departments. Additionally, the operational insights provided by Augmentir’s AI allow us to focus our training efforts on individuals that need them most and intelligently guide our technicians in their day-to-day activities.”

By linking workforce development directly to performance metrics, Hunter has transformed training from a cost center into a strategic lever for operational excellence.

Reducing Scrap, Downtime, and Changeover Time

Beyond training visibility, the platform has driven tangible operational gains.

Standardized digital workflows reduce process variation, ensuring that critical steps are followed consistently. Built-in validation and guidance minimize mistakes that previously led to scrap or rework.

In high-impact areas like injection molding changeovers, this consistency is critical. Even small improvements in setup execution can significantly reduce downtime and improve overall equipment effectiveness (OEE).

Since implementing connected worker technology, Hunter has seen:

  • Reduced scrap rates
  • Decreased unplanned downtime
  • Faster and more consistent changeovers
  • Improved execution across shifts

These improvements demonstrate that workforce enablement directly influences production performance.

Capturing and Scaling Institutional Knowledge

Another key advantage of connected worker platforms is knowledge retention.

Manufacturers across the industry are facing a wave of retirements among experienced workers. When that expertise walks out the door, companies risk losing years of operational know-how.

Augmentir enables Hunter to digitize tribal knowledge and embed it directly into workflows. Experienced operators can contribute insights, tips, and best practices that become part of standardized digital instructions.

Generative AI further accelerates this process by helping convert legacy documents and subject-matter expertise into structured, accessible guidance. This ensures knowledge is preserved and easily shared across facilities and teams.

Expanding Beyond Manufacturing

The success of Hunter’s initial deployment is driving expansion into additional operational areas, including maintenance teams.

Connected Worker technology isn’t limited to production lines. Maintenance, quality assurance, safety, and field service teams all benefit from real-time guidance, skills tracking, and AI-driven performance insights.

By extending the platform across functions, Hunter is building a more agile, data-driven workforce ecosystem.

A Blueprint for Modern Manufacturing

Hunter Industries’ success story reflects a broader shift occurring across industrial organizations. Manufacturers are recognizing that operational excellence starts with workforce excellence.

Connected Worker platforms powered by AI allow companies to:

  • Close skills gaps faster
  • Standardize work across distributed teams
  • Improve quality and productivity
  • Capture and retain critical knowledge
  • Continuously optimize frontline performance

Rather than treating training as a one-time event, organizations can create a living, evolving system that adapts to workers and operations in real time.

The Future of Workforce Enablement

As manufacturing becomes more complex and competitive, companies that invest in intelligent workforce tools will be better positioned to scale, innovate, and outperform.

Hunter Industries’ journey illustrates what’s possible when AI, digital workflows, and skills intelligence come together in a unified platform.

At Augmentir, we’re proud to partner with forward-thinking manufacturers who are redefining how frontline work gets done.

 

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FAQs About AI for Manufacturing Workforce Training

  • How is Hunter Industries using Connected Worker technology to improve workforce training?

    Hunter Industries is using Augmentir’s AI-powered Connected Worker platform to digitize work instructions, personalize training, and provide real-time guidance to frontline workers. By replacing paper-based processes with intelligent digital workflows, Hunter can standardize execution, close skills gaps, and directly connect training efforts to measurable operational performance.

  • What are the benefits of AI-powered Connected Worker platforms in manufacturing?

    AI-powered Connected Worker platforms, like Augmentir, help manufacturers minimize downtime, improve changeover consistency, and accelerate employee onboarding. These systems provide digital work instructions, skills tracking, and performance analytics that allow companies to continuously optimize frontline workforce performance while improving overall equipment effectiveness (OEE).

  • How can manufacturers measure the effectiveness of workforce training?

    With Augmentir, manufacturers can link training data directly to operational outcomes. Instead of only tracking training completion, organizations gain visibility into task completion times, error rates, procedural adherence, and post-training performance metrics. This real-time feedback loop allows companies to continuously improve training programs based on measurable results.

  • How does Connected Worker technology help capture and retain institutional knowledge?

    Connected Worker platforms like Augmentir allow experienced operators to embed best practices, troubleshooting tips, and tribal knowledge directly into digital workflows. Generative AI tools can convert legacy documents and subject-matter expertise into structured digital work instructions, ensuring critical knowledge is preserved and scalable across shifts, facilities, and teams.

Connecting Operations and HR for Your Frontline Workforce: Key Takeaways from HR Happy Hour

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How AI, HR, and operations come together to support frontline workers. Key insights from the HR Happy Hour podcast, featuring Chris Kuntz from Augmentir on skills, training, and connected work.

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Augmentir’s VP of Marketing, Chris Kuntz, recently joined Steve Boese on the System of Record podcast from the HR Happy Hour Network to talk about a topic that doesn’t get nearly enough attention: how AI, operations, and HR come together to support the frontline workforce.

hr happy hour podcast with chris kuntz from augmentir

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While much of the AI-at-work conversation focuses on desk and knowledge workers, Chris and Steve shifted the spotlight to the 65% of the workforce who work on factory floors, in distribution centers, and out in the field—and how technology can be used to augment and empower, not replace, them.

Below are the key themes and insights from the conversation.

The Missing Link in Industrial Transformation: People

Chris shared his background in industrial and emerging technologies, including his work helping pioneer Industrial IoT at ThingWorx. After years of making machines smarter and more connected, his team recognized a critical gap in Industry 4.0 and 5.0 initiatives:

Humans were the missing piece.

Frontline workers—despite being essential to safety, quality, and productivity—have historically been underserved by technology. Post-pandemic workforce shifts have only intensified the challenge, with:

  • Shorter average tenure
  • Less experience on the job
  • Higher early attrition rates

These trends make traditional six-month onboarding models unsustainable and force organizations to rethink how they support and develop frontline talent.

Augmentir’s Focus: Closing the Skills and Experience Gap

Founded in 2018, Augmentir is an AI-first connected worker platform designed to address what Chris calls the most critical problem in manufacturing today: the combination of labor shortages, skills gaps, and experience gaps.

Rather than treating frontline technology as just digitized paperwork, Augmentir connects workers directly to the digital thread of the business, integrating:

  • Operational systems (ERP, MES, QMS)
  • Learning and training platforms
  • HR systems and skills data

This creates a single interface where workers are active participants in the digital ecosystem—while giving leaders unprecedented visibility into performance, skills, and improvement opportunities.

From Paper Procedures to Continuous Improvement

Chris described how many industrial processes have historically relied on paper instructions or tribal knowledge. By digitizing standard work and connecting workers digitally, organizations can:

  • Capture real-time performance data
  • Identify skill gaps and training needs
  • Reduce safety incidents, rework, and downtime

Augmentir applies machine learning to analyze hundreds of data points—from task duration to error rates—to surface insights such as:

  • Where individuals may need targeted training
  • Where processes or content need improvement
  • How onboarding and training programs are performing

For plant managers and operations leaders, this replaces backward-looking reports with actionable, real-time decision support.

Worker Empowerment, Not Surveillance

A key part of the discussion focused on worker trust and experience. Chris emphasized that successful connected worker initiatives are grounded in empowerment, not micromanagement.

When frontline employees are involved early in the rollout and change management process, the technology is seen as a tool that:

  • Helps them do their jobs safely and correctly
  • Reduces frustration and guesswork
  • Recognizes and rewards positive behaviors

From reporting safety issues to improving efficiency, these signals also provide valuable engagement insights for HR—bridging a gap that has long existed between HR and operations.

Bridging HR and Operations

One of the most compelling themes was the disconnect between HR systems and day-to-day operations. Skills matrices, certifications, and training data often live in HR tools that operations leaders can’t easily access.

By bringing skills and competency data directly into operational workflows, organizations can:

  • Schedule work based on real capabilities
  • Identify reskilling and upskilling needs
  • Measure the effectiveness of training programs

For HR leaders, this turns training ROI from a “black box” into something measurable and defensible.

The Rise of AI Agents on the Frontline

Chris also shared how Augmentir evolved beyond analytics into AI assistants and agents. From its generative AI factory assistant Augie to emerging agentic use cases, the vision includes:

  • Digital lean coaches
  • Training and skills agents
  • Root cause analysis (“5 Whys”) agents
  • Quality agents
  • Safety agents

Importantly, Augmentir has established clear guardrails—such as human-in-the-loop approvals and deterministic logic for safety-critical tasks—to ensure AI supports workers responsibly; these principles are codified in Augmentir’s Six Laws of Agents.

What’s Next: A Human-Centered Future of Work

Looking ahead, Chris highlighted how leading manufacturers like Colgate-Palmolive and Hershey are creating new roles that blend HR and operations, focused on people capability and performance excellence.

The most exciting trend?

Companies are using technology to make frontline work better—faster onboarding, skills development in the flow of work, higher retention, and a stronger sense of purpose for workers.

By truly aligning people, process, and technology, these organizations are redefining what frontline work can look like.

Listen to the Full Conversation

To hear the full discussion on connecting HR, operations, and AI for the frontline workforce, check out the System of Record podcast on the HR Happy Hour Network.

Request a demo to learn more about Augmentir or connect with Chris Kuntz on LinkedIn to continue the conversation.

 

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Driving Operational Excellence: Hershey’s Digital Lean Journey

Discover how Hershey’s Digital Lean transformation combines lean principles and connected worker technology to empower frontline teams and drive operational excellence.

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In an era where digital transformation is reshaping manufacturing, The Hershey Company offers a compelling roadmap for blending traditional lean principles with modern digital technologies. Through its Digital Lean initiative, Hershey is reimagining daily operations — putting frontline workers at the center of change, reinforcing standardized processes, and building a future-ready digital backbone that enables continuous improvement and operational visibility like never before.

digital lean and operational excellence

Building the Foundation for Digital Lean

Hershey’s Digital Lean journey did not begin with new technology — it began with strengthening the basics of lean execution. Before digitizing operations, the company focused on standardizing lean processes across its manufacturing network to ensure consistency in how work was performed and improved.

According to Will Bonifant, VP of Manufacturing, Engineering, and Supply Chain Strategy, the groundwork focused on three key areas:

  • Standardizing and refining core processes so they were truly lean and repeatable before being digitized.
  • Preparing and engaging the workforce early, ensuring employees understood the purpose of Digital Lean and how new tools would support their daily work rather than disrupt it.
  • Creating a connected digital infrastructure that links systems, data, and people across sites, enabling reliable, real-time visibility into operations.

With these elements in place, Hershey was able to move away from manual, disconnected workflows and toward digitally enabled daily management systems. This shift allowed teams at all levels to access consistent information, identify issues faster, and drive continuous improvement more effectively — defining characteristics of a mature Digital Lean approach.

Connected Workers as a Core Enabler of Digital Lean

Digital Lean at Hershey is already delivering value because it is tightly integrated with connected worker capabilities. As part of this approach, front-line teams are equipped to access information seamlessly, collaborate in real time, and execute work through guided, digital workflows that support lean execution at the point of work.

By embedding connected worker technology directly into its Digital Lean program, Hershey ensures that lean insights don’t stay locked in dashboards or reports — they translate into consistent, actionable behaviors on the plant floor. This alignment reinforces accountability, accelerates problem resolution, and supports continuous improvement across operations.

This approach closely aligns with Augmentir’s philosophy: the future of manufacturing is a human + digital synergy, where technology amplifies worker capability, strengthens lean behaviors, and enables people to perform at their best — every day.

What Digital Lean Looks Like on the Floor

Digital Lean at Hershey isn’t just a tech upgrade — it’s a shift in how work gets executed and improved every day:

Empowered Operators

In the past, operators faced slow, fragmented workflows when problems arose. Today, operators can:

  • Log issues directly via mobile devices,
  • See real-time updates as those issues are resolved,
  • Access performance data that helps them own outcomes on the line.

This enhanced visibility not only speeds problem resolution, but also boosts worker autonomy — a core principle of lean maturity.

Leadership Visibility, Real-Time Actions

Supervisors and plant managers gain a unified view of performance and losses from a single dashboard. This transparency allows them to:

  • Identify bottlenecks and losses quickly,
  • Prioritize corrective actions based on real data,
  • Drive continuous improvement across shifts and sites.

The shift toward digital workflows also means that information no longer lives in silos. Everyone — from operators to executives — benefits from the same accurate, timely insights.

Why Digital Lean Matters for Manufacturers

Hershey’s journey highlights several lessons for operations leaders:

  • Value starts with people first. Digital tools deliver impact only when they support equipped, engaged workers.
  • Standardization enables scale. Ensuring processes are lean before digitizing them reduces frustration and drives sustainable improvements.
  • Data unlocks action. Once lean processes are digitized, real-time insights accelerate problem solving and continuous improvement.

By anchoring digital transformation in lean principles, Hershey is proving that operational excellence and digital innovation are not separate pursuits — they’re mutually reinforcing.

Augmentir: Powering Hershey’s Connected Worker Strategy

As Hershey continues to mature its Digital Lean transformation, sustaining continuous improvement at scale requires more than visibility into performance — it requires connecting digital insights directly to frontline execution. To do this, Hershey leverages Augmentir as its connected worker technology, extending Digital Lean from dashboards into daily work on the factory floor.

augmentir connected worker platform for digital lean in manufacturing

Digital Lean provides the foundation by standardizing processes, digitizing daily management, and enabling real-time performance tracking. Augmentir operationalizes that foundation by connecting people, processes, and data at the point of work. Through AI-driven insights, Augmentir delivers personalized guidance, digital work instructions, and contextual support to operators — ensuring the right information reaches the right worker at the right time.

By using Augmentir as part of its Digital Lean ecosystem, Hershey is able to:

  • Translate insights into action by embedding continuous improvement directly into daily workflows.
  • Empower frontline workers with adaptive, skills-based guidance that evolves as experience and conditions change.
  • Reduce variability and reinforce standard work consistently across lines, shifts, and sites.
  • Capture and scale institutional knowledge to support onboarding, upskilling, and long-term operational resilience.

Within Hershey’s Digital Lean journey, Augmentir represents the critical bridge from visibility to execution — ensuring that digital insights don’t remain isolated in systems, but actively guide how work is performed every day.

As manufacturers move beyond digitizing processes toward truly augmenting human performance, Hershey’s use of Augmentir demonstrates how connected worker technology makes Digital Lean sustainable, scalable, and people-centric — turning continuous improvement into a daily habit rather than a periodic initiative.

Hershey’s Digital Lean transformation is a powerful example of how digital technologies — built on a solid lean foundation — can enhance operational agility, empower frontline workers, and drive measurable business value. As manufacturers navigate the next wave of digital disruption, the key takeaway is clear: start with people and processes, then scale with technology.

 

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FAQs About Digital Lean in Manufacturing

 

  • What is Digital Lean in manufacturing?

    Digital Lean in manufacturing is the integration of traditional lean principles with digital technologies to improve daily operations, visibility, and continuous improvement. It focuses on standardizing processes, digitizing daily management, and empowering frontline workers with real-time data. Platforms like Augmentir make Digital Lean actionable by connecting lean insights directly to frontline execution through AI-driven work instructions, guided workflows, and connected worker tools.

  • How does Digital Lean improve operational excellence?

    Digital Lean improves operational excellence by eliminating manual processes, increasing real-time visibility, and enabling faster problem resolution across the factory floor. When combined with connected worker technology like Augmentir, Digital Lean ensures that insights from dashboards and performance systems are embedded directly into daily work—helping operators, supervisors, and leaders drive consistent, measurable improvement.

  • Why are connected workers essential to Digital Lean success?

    Connected workers are essential to Digital Lean because lean execution happens at the point of work.

    Without connected workers:

    • Insights stay in dashboards
    • Standard work becomes inconsistent

    Augmentir connects workers by delivering real-time guidance, digital standard work, and collaboration tools—ensuring lean behaviors turn into daily action.

  • How does Augmentir support Digital Lean on the factory floor?

    Augmentir supports Digital Lean by turning standardized lean processes into guided digital execution.

    It enables manufacturers to:

    • Deliver AI-powered work instructions
    • Provide contextual, skills-based guidance
    • Reduce variability and errors

    This bridges the gap between Digital Lean visibility and frontline execution.

  • What can manufacturers learn from Hershey’s Digital Lean journey?

    Hershey’s Digital Lean journey shows that successful transformation starts with people and processes.

    Key lessons include:

    • Standardize lean before digitizing
    • Empower frontline teams
    • Embed improvement into daily work

    By using Augmentir, Hershey ensures Digital Lean insights drive real action at scale.

Discover Why Tech-Clarity Views Augmentir as a Leader in Agentic AI and Connected Worker Platforms

In a recent write-up, Tech-Clarity highlighted how Augmentir is addressing one of manufacturing’s most pressing challenges: enabling a smaller, less experienced frontline workforce to perform at a higher level with intelligent systems and AI agents that operate as “digital workers” alongside human workers on the factory floor.

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When respected industry analysts take notice, it’s a strong signal that something meaningful is happening in the market. In a recent write-up, Tech-Clarity highlighted how Augmentir is addressing one of manufacturing’s most pressing challenges: enabling a smaller, less experienced frontline workforce to perform at a higher level with intelligent systems and AI agents that operate as “digital workers” alongside human workers on the factory floor.

industrial ai agents with augmentir

The analysis points to Augmentir’s expanding use of machine learning, generative AI, and agentic AI as key differentiators—driving measurable gains in productivity, training effectiveness, and continuous improvement across global operations.

A Single Pane of Glass for the Frontline

At the core of Augmentir’s approach is a simple but powerful concept: give frontline workers exactly what they need, when they need it—no more, no less. Tech-Clarity notes that Augmentir delivers this through a single, contextual interface that integrates with a broad ecosystem of plant and enterprise systems.

augmentir is the single pane of glass for frontline operations

 

The platform supports the full spectrum of connected worker needs, including:

  • Digital work instructions and content authoring
  • Skills matrices and knowledge sharing
  • Contextual, personalized training delivered in the flow of work
  • AI Agents that act as “digital workers” within the connected worker platform – operating alongside human frontline workers
  • Embedded analytics and reporting, including Microsoft Power BI

Because Augmentir’s founders come from an augmented reality background, immersive and experiential learning is a native part of the platform rather than an afterthought.

Closing the Loop with True Insights™

What truly differentiates Augmentir, according to Tech-Clarity, is how it closes the loop between frontline execution and continuous improvement. As work is performed, the platform applies machine-learning–driven AI to analyze operational data across tasks, machines, individuals, and cohorts.

These insights—what Augmentir calls True Insights™—surface where performance breaks down and where improvement efforts will have the greatest impact. This could mean refining instructions, improving process efficiency, enhancing safety, or delivering targeted training exactly where it’s needed.

on the job training ojt with augmentir ai agents

Rather than static reporting, Augmentir continuously learns from real work being done on the shop floor.

Expanding into Agentic AI

In early 2025, Augmentir introduced its Industrial AI Agent Studio, building on its existing GenAI assistant, Augie. Tech-Clarity highlights this as a major step forward, enabling customers to create custom, no-code AI agents tailored to their unique operational needs.

industrial ai agent studio - build custom ai agents for manufacturing

These agents extend Augmentir’s capabilities with autonomous digital workers that support key frontline use cases:

  • Digital Lean Coach: AI agents that fill the role of a Lean coach, helping accelerate lean transformation initiatives.
  • Adaptive Training and Skills Management: AI agents that can act on frontline workers’ skills and training data to support frontline managers by identifying strengths and weaknesses, skills gaps, and recommend training paths.
  • Operations: Operational agents that support more proactive KPI tracking, unparalleled visibility across Operations, Continuous Improvement, and TPM.
  • Safety: AI agents that automatically analyze safety data and activities to provide early warning notifications.
  • Proactive Maintenance Execution: Agents that monitor equipment health and integrate with CMMS to trigger work orders, report issues, or initiate preventive maintenance tasks before failures occur.

Built-In Governance with the 6 Laws of AI Agents

Tech-Clarity also praised Augmentir’s thoughtful approach to AI governance. The platform embeds the company’s 6 Laws of AI Agents, ensuring safety, transparency, and accountability as customers deploy AI at scale:

  1. Transparency in execution
  2. Clear human ownership
  3. AI origin disclosure
  4. Persistent AI disclosure
  5. Human-in-the-loop for impactful actions
  6. No generative AI for life-critical actions

These principles are especially important for industrial environments where trust, safety, and compliance are non-negotiable.

Proven Customer Value at Scale

With customers in more than 70 countries across industries such as food & beverage, pharmaceuticals, chemicals, CPG, and industrial equipment, Augmentir’s impact is already measurable.

Tech-Clarity highlights results reported by customers, including:

  • Up to 31% efficiency gains when standard work is consistently followed
  • 82% reduction in onboarding time, even amid high employee turnover
  • Faster issue resolution and reduced downtime
  • Over 5 million optimized time-and-motion studies conducted on the platform

Notably, Tech-Clarity points out that customers see a 250%–400% performance delta when comparing Augmentir’s AI-driven approach to earlier-generation or non-AI connected worker solutions.

Tech-Clarity’s Take

In their closing assessment, Tech-Clarity emphasizes that Augmentir’s comprehensive use of AI—combined with real operational feedback loops—makes it particularly well suited for organizations looking to accelerate continuous improvement, not just digitize instructions.

They also note that Augmentir’s experienced founding team and growing roster of global enterprise customers speak volumes about market confidence in both the company and its platform.

As Tech-Clarity concludes, organizations evaluating connected frontline worker solutions would be well served to take a close look at Augmentir—and where it’s taking the future of industrial work.

 

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How Hershey Is Empowering Its Frontline Through Connected Worker Technology

The Hershey Company is redefining the role of the frontline worker through digital transformation — not by replacing people with technology, but by empowering people through technology.

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At the recent Connected Worker Summit in Chicago, The Hershey Company shared how it’s redefining the role of the frontline worker through digital transformation — not by replacing people with technology, but by empowering people through technology.

chocolate production line with connected worker

An article in FoodProcessing.com spotlights Hershey’s digital transformation — and we’re honored to be their partner on this connected worker journey. Powered by our Connected Worker Platform, this transformation is helping Hershey connect, support, and engage its workforce like never before.

Hershey’s Approach: People First, Technology Second

Logan McNear, Digital Manufacturing Program Lead at Hershey, emphasized a fundamental truth: digital transformation only succeeds when it starts with the people doing the work.

That philosophy guided Hershey’s decade-long lean transformation and its shift toward a more digital factory environment. Rather than imposing new tools from the top down, Hershey involves operators directly in the design and implementation of digital solutions — giving them ownership of both the process and the outcome.

This human-centered approach ensures that technology doesn’t just automate or monitor — it enhances capability, engagement, and pride.

Data That Empowers, Not Overwhelms

One of the most compelling stories McNear shared was about a packaging-line operator who wasn’t especially technical. With new connected worker tools, she gained easy access to:

  • Shift performance data
  • Previous shift hand-off information
  • Simple maintenance request tools

Armed with this data, she could proactively manage performance and coordinate with other teams. Within weeks, she took pride in leading the best-performing shift on her line.

This example captures what the connected worker is all about — giving every operator real-time insights that drive ownership, performance, and engagement.

McNear summed it up perfectly:

“If we could just get a piece of that from every operator — that they’re looking at data, they’re connecting it to the problems on the floor and connecting it to the right people to solve those problems — we’d be in a whole different era of production and a different level of digital engagement.”

The Role of Augmentir in Hershey’s Transformation

Behind the scenes, Augmentir’s AI-powered Connected Worker Platform — including intelligent AI Agents — is enabling these very outcomes.

Our technology helps companies like Hershey deliver:

  • Personalized, digital workflows that guide workers through tasks with step-by-step instructions and embedded insights, adapting dynamically based on worker skill level, context, and performance.
  • Real-time data capture from the point of work, ensuring frontline actions feed directly into continuous improvement initiatives and organizational learning.
  • Connected insights across shifts, lines, and sites, enabling teams to identify trends, uncover root causes, and pinpoint where coaching or process improvements will have the greatest impact.
  • AI Agents that act on operational data and insights, proactively surfacing issues, recommending interventions, and automating follow-up actions to streamline operations and accelerate continuous improvement.
  • Worker-centric analytics powered by Augmentir’s AI, helping manufacturers understand how work actually gets done and where targeted support, training, or process changes are needed most.

By focusing on people enablement rather than process enforcement, Augmentir transforms digital tools into intelligent, action-oriented systems — turning insight into impact and driving sustained engagement and operational excellence, as Hershey’s story demonstrates.

Lessons from Hershey’s Connected Worker Journey

Hershey’s experience offers a roadmap for manufacturers looking to empower their own frontline teams:

  • Start with your people. Engage operators early and give them a voice in designing digital tools.
  • Deliver data with purpose. Ensure information helps workers make decisions, not just report them.
  • Combine lean thinking with digital agility. Use connected worker insights to accelerate continuous improvement.
  • Celebrate empowerment as success. True transformation happens when operators feel ownership — not oversight.

Closing Thoughts

The Hershey story is proof that the future of manufacturing is human + digital — not one or the other.

By combining lean principles with Augmentir’s connected worker technology, Hershey is unlocking new levels of engagement, performance, and pride across its operations.

At Augmentir, we’re proud to help leading manufacturers like Hershey turn the “connected worker” vision into a daily reality — where every worker is informed, supported, and connected.

 

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The Future of Work in Manufacturing with UKG and Augmentir

Augmentir and UKG are working together to create a digitally connected frontline workforce that is shaping the future of work in manufacturing.

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In manufacturing, success isn’t just about machines—it’s about people. But here’s the problem: workforce skills tracking and daily work execution have been handled separately for too long. The result? Misassigned tasks, skills gaps, slower production, and higher error rates.

future of work in manufacturing with UKG and Augmentir

The solution? Modernizing workforce management by digitally connecting frontline workers with AI-powered skills management and connected worker technology.

Together, Augmentir and UKG are delivering this solution to manufacturing companies around the world. Read on to discover how Augmentir and UKG are working together to create more productive, more engaged workforces in manufacturing.

Workforce Management for Modern Manufacturing Operations

Think of it like peanut butter and jelly: great on their own, but unstoppable together. When manufacturers sync traditional workforce management with AI-powered connected worker technology, they unlock huge benefits:

UKG’s leading workforce management solution, combined with Augmentir’s AI-powered connected worker platform empowers manufacturing companies to optimize labor efficiency, streamline scheduling, reduce mistakes, and ensure compliance, all while boosting productivity on the production floor.

Manufacturing organizations that utilize both Augmentir and UKG Pro Workforce Management™ can benefit from connecting time and attendance, scheduling, and workforce data with Augmentir’s connected worker platform. Through this new integration, manufacturers can gain visibility into real-time, accurate employee information and skills tracking combined with AI-driven insights into work performance. By doing so, manufacturers can improve workforce efficiency and productivity and deliver more impactful training and support for frontline workers.

  • Right worker, right job – Workers are assigned tasks based on real-time skill assessments.
  • Training in the flow of work – No need to step away from production; learning happens in real time
  • Faster onboarding – New hires get up to speed quicker with AI-driven, step-by-step guidance.
  • Fewer mistakes, higher efficiency – Workers get exactly the information they need, when they need it.
  • Continuous upskilling – As employees complete tasks, their skills profiles automatically update.
  • Smarter capacity planning – Give production teams improved capacity planning and a better decision support tool for daily workforce scheduling and management. Proactively look ahead and see coverage gaps based on employee scheduling.

assign frontline work based on skills

 

Augmentir’s UKG connector streamlines the flow of employee data into Augmentir, providing operations leaders and plant managers with valuable insights into worker availability, productivity, training effectiveness, and more. This gives production teams improved capacity planning and a better decision support tool for daily workforce scheduling and management.

Gone are the days of outdated skills databases and generic training programs. Today, learning happens on the job, in the moment, and at the worker’s fingertips. Manufacturers can provide personalized on-the-job support to employees through Augmentir’s digital guidance, bringing training in the flow of work and alleviating potential skills gaps.

The Future of Training: Learning in the Flow of Work

Traditional workforce training methods are outdated. Long classroom sessions, dense manuals, and generic training modules don’t cut it anymore—especially in fast-paced manufacturing environments. Workers need real-time, task-specific guidance to build skills and stay productive.

That’s where embedded training comes in. Instead of separating learning from work, Augmentir enables:

  • Just-in-time training – Employees learn exactly what they need, right when they need it.
  • Mobile, interactive work instructions – Step-by-step guidance delivered on the shop floor.
  • Skills-based task assignments – Workers are matched to jobs they’re qualified for, with training baked in.
  • Continuous learning & upskilling – As workers complete tasks, their skills profiles evolve, keeping pace with job demands.

manufacturing workforce management and training development with connected worker software

This approach not only accelerates onboarding but also reduces downtime, improves accuracy, and keeps workers engaged—all while production continues at full speed.

How Augmentir and UKG are Shaping the Future of Work in Manufacturing

Augmentir’s AI-powered connected worker platform makes skills integration effortless. By delivering smart, adaptive digital work instructions, Augmentir ensures that:

  • Workers receive personalized guidance based on their experience level.
  • Skills data stays fresh, automatically updating as tasks are completed.
  • Training gaps are filled in real time, keeping production smooth and efficient.
  • Supervisors have full visibility into workforce capabilities and gaps.

For manufacturers like Armstrong World Industries (AWI), this has been a game-changer. Facing workforce shortages and declining tenure rates, AWI needed a way to ensure workers had access to the right information at the right time. By adopting Augmentir, AWI empowered its frontline workers to operate equipment, troubleshoot issues, and execute tasks with confidence—all through a single, mobile interface.

The Power of the UKG + Augmentir Partnership

The digital transformation of today’s manufacturing workforce doesn’t stop with Augmentir alone. The partnership between UKG and Augmentir takes workforce optimization to the next level.

By combining UKG’s workforce data (scheduling, time tracking, and HR insights) with Augmentir’s AI-driven skills tracking and adaptive work instructions, companies can:

  • Schedule workers smarter – Assign shifts based on real-time skill levels.
  • Close skills gaps faster – Proactively upskill employees before gaps cause production delays.
  • Improve retention & engagement – Give workers clear paths for career growth and skill development.
  • Boost operational efficiency – Match the right person to the right job, every time.

This isn’t just about automation—it’s about empowering people. When employees have the skills, training, and resources they need in the flow of work, they stay longer, perform better, and drive business success.

Bottom Line? Augmentir + UKG = The Future of Work in Manufacturing

The manufacturers that integrate digital skills tracking with connected worker technology that supports daily operations will be the ones that thrive in an era of workforce disruption. Augmentir and UKG are making it happen – helping companies close skill gaps, improve efficiency, and build a workforce that’s future-ready.

 

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Top 5 Ways Connected Worker Technology Improves Safety Compliance

Discover how Connected Worker platforms like Augmentir are transforming safety compliance in manufacturing and industrial sectors. From digitized SOPs to AI-powered insights, learn 5 powerful ways to improve EH&S.

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In industries like manufacturing, energy, pharmaceuticals, and construction, Environmental, Health & Safety (EH&S) is not just a regulatory requirement—it’s central to operational integrity, workforce well-being, and brand trust. Yet many organizations still rely on outdated paper processes, static training programs, and fragmented safety communication systems.

connected worker technology for ehs safety compliance

As digital transformation accelerates across frontline operations, a new class of solutions is emerging: Connected Worker platforms. These tools empower industrial workers with mobile access to the information, training, and communication they need—exactly when and where they need it. When integrated into EH&S programs, they don’t just make safety easier to manage—they make it smarter, more scalable, and more resilient.

Backed by AI and real-time data, platforms like Augmentir are helping companies move from reactive safety management to proactive risk prevention.

Here are the top 5 ways Connected Worker tools are improving safety compliance in 2025 and beyond:

1. Digitizing and Standardizing Safety Procedures

Outdated SOPs, missing forms, manual permit to work processes, and inconsistent training delivery can all lead to non-compliance and unsafe conditions. Connected Worker tools eliminate these gaps by fully digitizing safety workflows—creating a single source of truth for the entire workforce.

connected worker safe work permit compliance

Whether it’s a job safety analysis, equipment inspection, permit to work, or Lockout Tagout (LOTO) checklist, mobile connected worker applications ensure every worker has access to real-time, validated instructions. No printing. No ambiguity. Just operational consistency.

Impact: Reduced procedural deviations, increased inspection completion rates, and simplified regulatory reporting.

2. Real-Time Communication of Hazards and Safety Updates

Many industrial incidents are the result of slow or ineffective communication. Connected Worker platforms enhance situational awareness by enabling real-time messaging, collaboration, alerts, and escalation workflows.

collaboration with connected worker platforms

If an unexpected hazard arises—say, a chemical leak or equipment fault—managers can instantly notify affected personnel, reroute workflows, or push emergency protocols. Workers, in turn, can report near misses, unsafe conditions, or noncompliance through voice commands, forms, or photos directly from the floor.

Result: A faster, closed-loop system for identifying and addressing safety risks before they escalate.

3. Delivering Embedded, Adaptive Safety Training

Traditional EH&S training is periodic, generic, and disconnected from actual work. In contrast, Connected Worker tools bring adaptive, on-demand microlearning directly into the flow of work.

connected worker technology for safety compliance

Using Augmentir’s AI-powered connected worker platform, safety refreshers, toolbox talks, and task-specific training modules are delivered at the point of need—tailored to the worker’s skill level, recent behavior, or even risk profile.

Why it matters: Personalized safety education builds long-term retention and reduces costly retraining cycles.

4. Automating Safety Documentation and Compliance Readiness

Compliance is only as strong as its documentation. But manual reporting systems often result in incomplete records, delayed submissions, or errors that surface during audits.

Connected Worker platforms solve this by automatically capturing who did what, when, and how—across inspections, sign-offs, observations, and more. Every action is time-stamped, traceable, and ready for regulatory review, whether you’re governed by OSHA, ISO 45001, or industry-specific protocols.

Compliance advantage: Be audit-ready in minutes, not months.

5. Unlocking Predictive Safety Insights Through AI

EH&S leaders need to do more than react—they need to predict. With Connected Worker platforms, operational data becomes a strategic asset. Augmentir uses AI and machine learning to analyze safety behaviors, flag leading indicators of risk, and recommend interventions—before incidents occur.

This includes identifying trends such as repeated safety violations on a particular shift, increasing near-misses on certain equipment, or declining task proficiency in a subgroup of workers.

Forward-looking benefit: Transition from lagging indicators (like incident rates) to leading indicators that drive a culture of safety excellence.

How Augmentir is Revolutionizing Safety Compliance

Augmentir’s platform is at the forefront of transforming how industrial companies manage EH&S. By embedding safety into daily operations, it helps organizations go beyond compliance to create a culture of safety ownership.

Key innovations Augmentir brings to safety compliance:

  • AI-driven Safety Intelligence: Augmentir’s AI identifies risk trends across tasks, teams, and sites, helping safety leaders implement targeted improvements.
  • Smart Workflows: Every safety-critical task is embedded into digital workflows that adapt to individual performance and conditions in real time.
  • Continuous Worker Feedback: Built-in feedback loops ensure workers can raise issues, suggest improvements, and stay engaged with safety practices.
  • Performance-Linked Safety Coaching: Augmentir correlates safety metrics with individual skill profiles, prompting personalized coaching to address gaps before they become incidents.

Augmentir doesn’t just digitize safety—it makes it dynamic, intelligent, and fully integrated with operational execution. As a result, companies can achieve higher compliance rates, fewer incidents, and a more empowered frontline workforce.

Final Thoughts: EH&S in the Connected Era

LNS Research, a thought leader in the industrial space, recently identified EH&S as one of the most strategic areas impacted by Connected Worker technologies. As expectations rise—for safety, sustainability, and operational agility—the need to modernize your EH&S approach becomes non-negotiable.

Augmentir’s Connected Worker platform enables industrial companies to embed safety into every task, every worker, and every workflow. It’s time to stop managing safety in silos and start integrating it into the core of your operations.

Let’s talk: Request a demo to see how Augmentir can elevate your EH&S strategy.

 

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