Algorithmiq is a quantum software company developing algorithms and applications designed to help enterprises use quantum computers for complex computational problems in areas such as drug discovery, materials science, and optimization. Through its IBM Quantum division, the company provides quantum hardware and software platforms for research and commercial applications. Quantum results have traditionally earned trust the same way: by checking them against a classical simulation. To do so, Algorithmiq’s software engineering team collaborated with world-leading classical simulation researchers to explore different simulation approaches. This showed that the quantum results remained stable — providing evidence that the quantum computers were producing consistent solutions.