IonQ, Inc. (NYSE: IONQ) has secured a landmark role in Nvidia’s quantum research efforts, a striking development given Nvidia CEO Jensen Huang’s January 2025 prediction that “very useful” quantum computers were up to 30 years away.

That comment sent shockwaves through quantum computing stocks at the time, with IonQ shares plunging roughly 40% in what was their worst single-day drop on record.

Now, less than two years later, IonQ announced on September 23 that its Superion 256 processor will become the first on-premise quantum processor deployed at Nvidia’s Accelerated Quantum Research Center, known as the NVAQC.

The deployment is planned for 2027, and will see IonQ’s quantum processing unit placed alongside conventional accelerated computing hardware in a facility specifically designed to develop large-scale hybrid quantum-classical systems.

Research conducted at the center will target practical applications including financial optimization, materials science, and computational chemistry, areas where hybrid quantum-classical approaches are considered most promising in the near term.

IonQ introduced its Superion 256 processor on September 8 and has already begun accepting orders, with first customer deliveries also expected in 2027 and commercially manufacturable fault-tolerant systems targeted for 2028.

The company has also made notable technical progress on the error-correction side, reporting on September 22 a decoder breakthrough aimed at removing a major bottleneck in quantum error correction workflows.

IonQ demonstrated a real-time decoder capable of running continuously on a single conventional CPU, with testing covering benchmark circuits simulating up to 408 logical qubits and more than 31.5 million quantum operations, and as little as 0.02% additional execution time overhead.

The result is directly relevant to the hybrid architecture IonQ will test alongside Nvidia, where conventional processors are required to support and correct the quantum system in real time.

Despite the milestone announcements, significant commercial questions remain unanswered, including the financial value of the Nvidia deployment, which has not been disclosed, and the fact that Nvidia is simultaneously working with multiple quantum computing companies.

IonQ’s 2026 revenue guidance of $450 million to $460 million also warrants careful interpretation, as the updated forecast incorporates SkyWater revenue from July 31 through year-end, meaning the increase cannot be attributed entirely to accelerating organic quantum-computing revenue.

On the investor sentiment side, IonQ’s hedge fund holders grew to 42 in the second quarter, up from 39 in the first quarter and 28 in the fourth quarter of the prior year, with top holder D.E. Shaw raising its stake by 42%.

Short interest declined to 10.83% of the float from 11.2% in the previous reading, suggesting some reduction in bearish positioning as the company’s commercial roadmap becomes more defined.

Investors will be closely watching whether IonQ can translate its Superion technology demonstrations and high-profile research partnerships into paying-customer deployments at the pace its timeline suggests.