Mihir Joshi

Agentic AI in manufacturing and automotive after-sales service, showing how AI agents coordinate CRM, ERP, FSM, IoT, warranty, and CPQ systems to close execution gaps that automation cannot solve.

Agentic AI in After-Sales: The Missing Execution Layer That Automation Couldn’t Fix

AI & Emerging Tech /

Discover how agentic AI in after-sales and field service is closing execution gaps that traditional automation cannot fix. Learn how agentic systems orchestrate workflows across CRM, FSM, ERP, and service teams, improve technician productivity, enhance customer experience, and enable closed-loop feedback into product design.

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Predictive versus preventive maintenance in manufacturing, illustrating the shift from scheduled maintenance to data-driven, IoT-enabled prediction to improve uptime, reliability, and cost efficiency.

Predictive vs Preventive Maintenance: Key Differences Explained

Field Service Strategy & Transformation /

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.

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Industrial and Automotive after-sales service contrast between genuine customer care and revenue-driven upselling, highlighting the growing gap between service and serving in the modern dealership experience.

Service vs. Serving

Service Revenue & Business Growth /

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.

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First Time Fix Rate in field service, illustrating how technicians resolving issues on the first visit improves cost, efficiency, and customer experience for manufacturing, automotive, and industrial service organizations.

KPI of the Month #1: First Time Fix Rate

KPI & Performance /

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, automotive, and industrial service organizations.

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Platform-of-platforms architecture for service organizations, showing how CRM, ERP, field service software, IoT platforms, and CPQ systems connect to unify data, workflows, and quote-to-cash processes.

Platform of Platforms: Why Individual Tools Are No Longer Enough

Field Service Strategy & Transformation, AI & Emerging Tech /

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.

Platform of Platforms: Why Individual Tools Are No Longer Enough Read More »

Service-led growth in manufacturing, showing how after-sales service, uptime, digital workflows, and customer-centric value models drive revenue and long-term profitability for industrial companies.

Unlocking Service-Led Growth in Manufacturing: From Mindset to Model to Market

KPI & Performance, Service Revenue & Business Growth /

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.

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Diagram of a field service KPI framework showing technician performance metrics, dispatcher and planner KPIs, service manager dashboards, and AI-driven predictive KPIs across customer, operational, and strategic dimensions.

The Field Service KPI Dashboard: What Executives, Managers & Technicians Should Really Track

KPI & Performance /

A complete guide to field service KPIs by role, from executives to technicians. Learn which metrics drive profitability, efficiency, and customer experience. Based on the SmartServiceOps Field Service KPI Framework, this article helps service leaders align strategy with execution through the right dashboards, cost-to-serve insights, and actionable metrics that enable, not control technicians.

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Quantum computing applied to industrial and automotive after-sales service, enabling smarter maintenance, routing, inventory decisions, and materials innovation when combined with AI and IoT systems.

Quantum Computing in After-Sales Service

AI & Emerging Tech /

Quantum computing is beginning to reshape after-sales service in the industrial and automotive sectors- enabling smarter maintenance, routing, inventory, and materials innovation when integrated with AI, IoT, and enterprise systems. This article explores how early pilots are delivering value, what kinds of organizations should adopt, and how to determine when the quantum leap is truly worth it.

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