Lab budgets are getting squeezed from two directions at once. We detail some of the issues we know you’re facing, and want to hear how you’re adapting.

For years, gas cylinders have been a standard part of analytical laboratory operations. But today’s labs are operating under increasing pressure to improve uptime, throughput, efficiency, and workflow stability.

In 2026, advances in AI-driven predictive maintenance, smart sensors, and connected gas generators are changing how mass spec labs protect uptime, control costs, and reduce operational risk.