Insights

insights

Perspectives on Service, Technology, and Execution

This page brings together perspectives on after-sales, field service, digital transformation, and emerging technologies, drawn from real-world work with manufacturing and automotive organizations. The insights here explore what’s changing, what’s working, and where execution often breaks down, with links to deeper topic hubs for focused exploration.

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AI augmenting customer service in industrial and automotive after-sales, showing how technology enhances knowledge access and workflows without replacing human judgment and accountability.
AI & Emerging Tech

AI Won’t Replace Customer Service: It Will Redefine It

AI, GenAI, and agenticAI are often hyped as replacements for customer service, but in reality – especially in after-sales and field service for manufacturing and automotive industries – they are enablers, not substitutes. These technologies cannot replace the human expertise, accountability, and customer trust required in complex, high-stakes service environments. The future of service transformation…
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Next-generation service KPIs focused on outcomes, customer experience, and organizational capabilities beyond traditional metrics like FTF, MTTR, and SLA adherence.
KPI & Performance

The Next Frontier of Service KPIs: Outcome, Experience, Capability

Service organizations have long relied on efficiency metrics like FTF, MTTR, and Uptime, but these no longer capture what customers truly value. Expectations have evolved: today’s customers look for outcomes that deliver business impact, experiences that build lasting trust, and capabilities that ensure consistent, future-ready service. The next frontier of service KPIs reframes success across…
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Expectation–reality gap faced by service leaders as customers demand Amazon-level convenience and zero downtime while organizations struggle with budget limits, talent shortages, and fragmented systems.
Service Revenue & Business Growth

Solving the Right Pains: A Smarter Playbook for Service Leaders

Customers today expect Amazon-level convenience, Tesla-like innovation, and zero downtime from every product and service interaction. Yet, service leaders in manufacturing, automotive, and industrial organizations operate in a reality defined by budget limits, talent shortages, fragmented technology, and competing corporate priorities. The result is an inevitable expectation – reality gap: not every pain point can,…
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Future service organization in 2030 powered by AI, smart products, and customer value, illustrating the shift from break-fix support to outcome-driven service models.
AI & Emerging Tech,  Field Service Strategy & Transformation

The Service Organization of 2030: Powered by AI, Led by Customer Value

By 2030, service will no longer be about fixing what’s broken – it will be about delivering continuous outcomes. For manufacturers and service leaders, this marks a profound shift. Customers won’t just buy machines; they’ll buy uptime, sustainability, and results. And in a decade defined by AI, intelligent products, and connected ecosystems, service will become…
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AI use cases improving after-sales operations through faster diagnostics, accurate service workflows, optimized parts management, and better customer support.
AI & Emerging Tech,  Field Service Strategy & Transformation

How AI Can (Actually) Help After-Sales Service – Beyond the Hype

Discover how AI is revolutionizing after-sales in industrial manufacturing – from complaint triage and technician scheduling to predictive maintenance and customer companion bots. This in-depth guide explores business challenges, real-world use cases, and measurable KPIs, helping manufacturers unlock efficiency, revenue, and customer satisfaction at scale.
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Hidden revenue opportunities in a manufacturer’s installed base worth over 100 million dollars, driven by service expansion and asset insights.
Service Revenue & Business Growth

The $100M Opportunity Hiding in Your Installed Base

Every industrial organization is sitting on an untapped revenue engine, the installed base. Yet, without asset lifecycle visibility and a strategic aftermarket approach, millions slip away each year. Discover how C-level leaders can unlock millions in untapped revenue from service contracts, parts sales, upgrades, and asset insights. Learn six proven levers for aftermarket growth, and…
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