Report: Knowledge Scaling Can Cut Service Costs 26%
Companies can unlock up to 26% in service cost savings by effectively scaling knowledge across their workforce, according to Aquant's 2026 Field Service Benchmark Report. The report, which analyzed 30 million service events from 161 organizations, highlights the financial impact of improving technician expertise and information access.
- The "knowledge gap" is a significant cost driver in field service, with the bottom quarter of the workforce costing organizations 80% more than the top quarter due to inefficiencies and repeat visits. This problem is intensified as experienced technicians retire, taking decades of institutional knowledge with them. - A primary metric for measuring the impact of knowledge gaps is the First-Time Fix Rate (FTFR), which is the percentage of jobs completed successfully on the first visit. A single failed visit can lead to an average of 2.5 additional visits, significantly increasing operational costs. - Aquant's technology, called Service Co-Pilot, uses a domain-specific Natural Language Processing model to analyze unstructured data like technician notes, work orders, and machine logs. It combines this with expert knowledge that is converted into synthetic data to train the AI, a method designed to improve accuracy and reduce AI hallucinations. - To provide more guided troubleshooting, Aquant is advancing from standard retrieval-augmented generation (RAG) to a "retrieval-augmented conversation" (RAC) model. This approach engages users in a dialogue, asking clarifying questions to diagnose complex issues step-by-step rather than providing a single, monolithic answer. - The company's platform includes a library of over 25 pre-built, customizable "AI agents" for different business functions, including product and engineering. This allows insights from service data—such as common failure modes or customer usage patterns—to be scaled across the entire organization. - The AI Co-Pilot aims to mimic the decision-making of top-performing technicians, with the goal of enabling the entire team to perform like the top 20%. This approach gives technicians access to real-time, AI-powered guidance on-site to diagnose and resolve issues faster. - Beyond cost savings, improving knowledge transfer is a key strategy for reducing the skills gap and accelerating the onboarding of new engineers and technicians. Companies use these systems to create centralized knowledge bases that preserve expertise and upskill the workforce.
