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.
Explore Insights by Topics
Latest Insights
2025 Aftersales & Field Service Review: From Ambition to Operational Reality
2025 was a reality-check year for aftersales and field service. Demand stayed resilient, but workforce shortages, asset complexity, AI scaling limits, and regulatory pressure reshaped execution. Leading organizations shifted from experimentation to fundamentals, anchoring AI to KPIs, prioritizing productivity over headcount, and treating service as an end-to-end system under real economic constraints across manufacturing and…
KPI of the Month: Mean Time to Repair
Mean Time to Repair (MTTR) measures how quickly service organizations restore failed assets to operation. In manufacturing and automotive after-sales, MTTR reflects diagnostic readiness, parts availability, process discipline, and system integration. Used correctly, it highlights structural bottlenecks; used in isolation, it can drive superficial optimization and missed root causes.
Agentic AI in After-Sales: The Missing Execution Layer That Automation Couldn’t Fix
Discover how agentic AI transforms after-sales and field service by closing the execution gaps that automation alone couldn’t. Learn how it orchestrates cross-system workflows, improves technician productivity, elevates customer touchpoints, and drives closed-loop feedback into product design. Packed with real business use cases, KPI impacts and insights, this article shows why forward-looking manufacturers must adopt…
Predictive vs Preventive Maintenance: Key Differences Explained
Understand the real difference between predictive and preventive maintenance, and why it’s not just about technology. Learn how manufacturers can master preventive maintenance first, assess readiness, and layer predictive intelligence to drive service-led growth. Explore common pitfalls, readiness checklists, and practical guidance for bridging the gap from reactive repairs to proactive, data-driven reliability.
Service vs. Serving
As after-sales becomes a major profit driver, many OEMs are prioritizing revenue over relationships. This article explores how monetizing service, through inflated parts pricing, opaque terms, and sales-driven KPIs, is eroding customer trust and loyalty across the automotive sector. Learn how transparency, contextual upselling, and a Service-Led Growth mindset can rebuild relevance before disruption arrives.
KPI of the Month: First Time Fix Rate
The First Time Fix Rate (FTFR) is one of the most important field service KPIs, revealing how effectively technicians resolve issues on the first visit. This article explains what FTFR really measures, why it matters for cost, efficiency, and customer experience, and how people, process, and technology improvements can drive sustainable performance gains across manufacturing,…
GenAI Hype Is Over: Welcome to Reality
Generative AI hype is fading as organizations confront the reality of data gaps, weak ROI, and integration fatigue. Gartner’s 2025 Hype Cycle shows GenAI peaking while traditional AI quietly delivers results. Learn why mature enterprises are hitting pause, what’s driving this shift, and how to navigate the post-hype era with clarity, readiness, and measurable impact.
Platform of Platforms: Why Individual Tools Are No Longer Enough
Discover how a “Platform of Platforms” approach transforms field service management. Learn why integrating planning, execution, quoting, and analytics under one connected architecture is key to service-led growth. Explore enablers, business benefits, and real-world use cases that show how unified platforms drive efficiency, revenue, and customer experience.
Unlocking Service-Led Growth in Manufacturing: From Mindset to Model to Market
Learn how leading manufacturers turn service into a growth engine. This guide explores the strategic models, economic case, and playbook behind Service-Led Growth, from lifecycle ownership to outcome-based value, plus a free checklist to assess your organization’s readiness.




