GEORGIA TECH APPLIED RESEARCH CORP

ONISQ is a quantum computing optimization contract with no mention of AI/ML techniques, autonomous systems, or ML-specific deliverables — quantum algorithms are distinct from machine learning and this scores as buzzword-adjacent to AI rather than genuine AI/ML work. Problem framing is vague ('optimization with noisy quantum devices') without articulated operational context, end-user, or success criteria tied to a defense mission. Georgia Tech Applied Research Corp is an FFRDC-adjacent university research entity, not an AI-native startup, placing it firmly in the legacy/institutional research category despite the applied framing.