QuEra 2026 Survey: 62% of Organizations Face Classical Limits as Production Deployment Stalls

QuEra Computing has released the first part of its 2026 Quantum Readiness Survey, identifying a "quantum execution gap" between enterprise experimentation and operational deployment. While 62% of organizations with relevant workloads report hitting moderate to critical classical computing limits, only 13% have successfully transitioned quantum projects into production environments. The data, collected from 291 global stakeholders, indicates a market transition from general exploration toward benchmarking, where organizations prioritize verifiable performance over theoretical promise.

The survey identifies talent availability as the primary bottleneck for quantum adoption, with 37% of respondents citing workforce constraints as a major barrier—outranking technical maturity and implementation cost. This has led to a "preparedness paradox" where the overall share of organizations feeling "quantum ready" dropped from 65% in 2025 to 55% in 2026. As enterprise understanding of quantum integration deepens, the requirements for readiness have become more rigorous, particularly for larger organizations facing complex legacy infrastructure and procurement cycles.

Regional data reveals significant disparities in strategic confidence and adoption pace. The United Kingdom leads global confidence at 88%, followed by the United States at 82%, while only 51% of respondents in the European Union express similar optimism, focusing instead on industrial sovereignty and rigorous procurement. Despite these disparities, 42% of planned applications globally are focused on simulation—specifically molecular modeling, protein folding, and battery chemistry—where classical approximations are reaching physical limits. Notably, 43% of respondents anticipate quantum superiority within the next five years, signaling that while immediate deployment is restricted by talent, the expectation for long-term utility remains high.

Read the official report from QuEra Computing here and access the first part of the survey here.

February 10, 2026