While 99% of field service organizations using artificial intelligence report improvements in technician burnout and morale, companies operating on industry-tailored platforms are reaping five times the workforce benefits of those relying on generic software.

According to Managing Field Service Talent in the Age of AI, a study released by field service management provider Praxedo and Field Service Insights, 48% of leaders using industry-specific AI platforms report a significant positive impact on technician morale, compared to just 9% of those on standard systems.

The survey of 100 senior field service executives—nearly two-thirds representing enterprises with over $1 billion in annual revenue across energy, utilities, heavy equipment, and telecommunications—reveals that while AI adoption is nearly universal, underlying platform deficiencies are stalling its full impact.

Broad AI Adoption Hits Platform Bottlenecks

AI has officially become standard operational practice across the sector:

• 88% of organizations have actively deployed AI to support field technicians.
• 12% are currently running pilot programs.
• 0% reported having no plans to adopt the technology.

Despite widespread implementation, most leaders report moderate morale gains (80%), largely because the underlying field service management (FSM) systems remain inadequate. Only 23% of respondents describe their FSM platform as tailored to their specific industry workflows. Meanwhile, 64% say their systems are merely “adequate”—requiring manual workarounds and spreadsheets—and 13% deem them flatly inadequate.

Furthermore, only 19% of leaders believe their software efficiently configures to their industry’s workflows, and just 23% say it effectively protects technician work-life balance through predictable end-of-day scheduling.

Deepening Labor Shortages and Operational Hurdles

The technology gap comes as field service organizations battle severe labor constraints. A staggering 72% of executives identify the shortage of qualified technicians and hiring difficulty as a significant challenge to productivity, while 70% point to the loss of institutional knowledge as senior technicians retire.

When asked about top operational pain points, executives highlighted friction across both field and dispatch environments:

• Field Friction: Limited access to customer history and work order details on-site ranks as the top field complaint (43%), followed by excessive drive time from rigid routing (25%) and reliance on paper forms or emailed photo workarounds (24%). Only 6% of leaders report that their technicians have no major technology frustrations.
• Dispatch Bottlenecks: In the back office, 47% of leaders state their dispatchers’ primary frustration is constantly readjusting routes manually and calling customers due to system limits. Additionally, 32% cite little to no real-time visibility into field progress once jobs are scheduled.
• Communication Gaps: Only 10% of executives feel customers are very satisfied with their self-service tools, with 77% noting that while digital tools exist, customers still call frequently for status updates.

To soften the loss of veteran workers, 57% of leaders are prioritizing searchable knowledge bases that capture senior expertise, while 52% are focused on automated dispatch systems that assign tasks based on skill level and seniority.

Human Impact and Strategic Investments

Executive feedback highlights both the burden of legacy admin tasks and the relief provided by modern tools. “High-performing technicians spend more time on paperwork than on technical tasks,” said a vice president at an energy and utilities company with more than $10 billion in revenue.

Conversely, targeted digital tools are lowering barriers for newer personnel entering the field. For younger technicians, AI-assisted diagnostics and checklists have alleviated the fear of being alone on the job, noted a telecommunications director.

Non-technological factors also play a critical role in retention. Roughly one in eight leaders acknowledged that a lack of recognition, career advancement, or skill utilization is the primary factor driving top technicians away. “Many technicians feel saturated with no visible growth path,” observed a C-suite executive at a heavy equipment company.

Looking ahead, spending priorities align directly with field level friction. Over the next 12 months, executives plan to focus capital on improving mobile app functionality and the overall digital experience for field staff (40%), implementing AI-supported diagnostic tools to raise first-time fix rates (33%), and developing long-term capacity to handle same-day or emergency jobs without schedule disruption (66%).

As James Koursaris, General Manager for North America at Praxedo, stated: “Field service has a talent problem, and technology is either part of the fix or part of the friction. Leaders are telling us AI is already making their technicians’ days better. But when nearly two-thirds of them still rely on workarounds and spreadsheets to make their core platform function, AI can only do so much. The organizations that hold on to their people will be the ones that give every technician the full picture before they arrive on site, take the paperwork off their plate, and put a retiring veteran’s know-how in a new hire’s hands.”