Improved sample efficiency has been achieved in simulating molecular behaviour without increasing computational demand. Measurements using a new non-orthogonal configuration interaction protocol consistently outperform those relying on standard Hartree, Fock bases, even when processing power is limited. This demonstrates a pathway towards better utilisation of near-term quantum hardware for complex chemical systems.