Blog

Insights on AI-guided field service and the future of industrial operations.

Insights2026-04-12

How to Calculate Field Service ROI in 2026

A practical framework: truck roll costs, first-time fix multipliers, downtime savings, and the AI compounding effect. Build a defensible ROI model.

Technical2026-04-12

FANUC Robot Maintenance: A Complete Service Checklist

Daily, monthly, and annual service tasks for FANUC robots. Battery replacement, grease intervals, encoder calibration, and the failures you avoid.

Insights2026-04-12

The True Cost of Downtime for Industrial Robots

Unplanned downtime costs $1.4T globally. Per-hour losses hit $2.3M in automotive. The iceberg beneath truck rolls and why MTTR is the only lever.

Technology2026-04-12

Predictive Maintenance vs Preventive Maintenance: Which Wins?

The data, the tradeoffs, and the hybrid that actually works. Why neither approach alone closes the first-time fix gap — and what does.

Industry2026-04-12

Remote Diagnostics: The $14B Opportunity in Field Service

1 in 3 tickets can be resolved remotely. The global market is projected at $14B by 2030. Three-tier triage and who captures the upside.

Industry2026-04-12

Why OEMs Can't Scale Internal Service Teams

Hiring bottlenecks, geographic sprawl, knowledge loss, SLA traps. Why the W-2-only service org ends, and what replaces it.

Insights2026-04-12

Knowledge Management for Field Service Teams

Why SharePoint and Confluence fail service techs at the point of repair. How AI-guided workflows finally fix the retrieval problem.

Technology2026-04-12

How AI Reduces Truck Rolls by 40%

Dispatcher calculus flips when AI gives remote triage full context. 30-40% truck roll reduction is the new benchmark. Here is the math.

Industry2026-04-12

The Future of Field Service: 2026 and Beyond

Seven trends reshaping the category: AI-guided workflows, remote-first triage, outcome-based contracts, the skills cliff, and more.

Technical2026-04-12

Cobot Maintenance Guide: Collaborative Robot Service Best Practices

Daily checks, joint intervals, safety validation, and the failure modes unique to UR, FANUC CRX, Doosan, and Techman cobots.

Industry2026-04-10

AI-Guided Field Service for Robots: Why the Old Model is Broken

1 in 7 onsite service visits is completely unnecessary. A failed first visit adds 2 more visits and 14 extra days. AI changes everything.

Insights2026-04-09

The Field Service Skills Gap Is Costing You Millions

Bottom-performing techs cost 97% more than top performers. The skills gap between your best and worst techs is the biggest hidden cost in field service.

Technology2026-04-08

1 in 3 Service Issues Can Be Resolved Without Sending Anyone

1 in 5 cases could be resolved remotely but still get a truck roll. AI + phone = fixed. Here's how remote resolution works.

Insights2026-04-07

Your Senior Tech Is Retiring. Is Their Knowledge Retiring Too?

Capture what your senior techs know before they leave. Make it searchable. New tech performs like a 10-year veteran on day one.

Technology2026-04-06

How AI Pushes First-Time Fix Rates from 53% to 86%

Top teams achieve 86% first-time fix rate. Bottom teams: 53%. The difference is knowledge access. AI closes the gap.

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Frequently asked questions

Everything you need to know about AI-guided field service.

Every Field Service Engineer performs like your senior engineer. Knows your machine. Knows your process. Knows the history. Calls close faster. First-time-fix rates up.