A real quantum machine has to be chilled near absolute zero, costs hundreds of millions of dollars, and only a handful exist in the world. So how does anyone else actually use one? The answer is the layer this lesson is about — software, algorithms, and the "cloud doorway" that lets you send a problem to run on a real machine for a few seconds, without owning anything. It's the layer that turns quantum "from a lab toy into a service." But here's the million-dollar question: right now it's still hard to find "a job quantum actually does better."
Contains
Theme index· base 100 · USD total return
Why is Quantum Software, Algorithms & Cloud Access moving?
Latest
▲4
Quantum software and cloud access gain real-world proof and capital
▲
Quantum software proves itself on real problems IBM, Oak Ridge and Cleveland Clinic ran the first-known quantum calculations of a fusion material, and D-Wave launched a gate-model simulator on its Leap cloud. These show quantum software solving practical problems, strengthening the case for the software and algorithms layer.
Real-world proof of quantum software is a core force driving the theme.
Cloud access expands through new partnerships Classiq and QAI launched Korea's first local quantum-as-a-service, Quantinuum will put its Helios system inside Oracle data centers, and IonQ partnered with SDT in South Korea. These deals make quantum computing easier for businesses to try, growing the cloud access layer.
Cloud access expansion is a key driver of the theme.
Government funding and investment surge Quantinuum secured a $100 million CHIPS award, Infleqtion was selected for $100 million in proposed U.S. funding, and IonQ got a Buy rating from BofA. This capital supports software and cloud access development, though losses and delays remain risks.
Capital inflows are a major force supporting the theme.
Error correction and logical qubits advance IonQ unveiled a real-time error correction decoder handling up to 408 logical qubits with minimal slowdown, and NVIDIA's CUDA-Q Logical layer cut design workflows. These advances make fault-tolerant quantum software more practical, strengthening the algorithms layer.
Error correction progress directly enables more powerful quantum software.
IBM Reaches Final Phase of DARPA Quantum Benchmarking Initiative
International Business Machines has reached the final phase of DARPA's Quantum Benchmarking Initiative, according to an early October update. Under the current DARPA program framework, IBM is targeting delivery of a fault-tolerant quantum computer by 2029. The closing stage of the initiative involves validation work alongside US government and academic partners focused on industrially useful quantum performance metrics. International Business Machines, a US-based IT group with a reported market value of about $208.5b, sells integrated solutions and services across the Americas, Europe, the Middle East, Africa, and the Asia Pacific. The DARPA milestone complements IBM's existing focus on hybrid cloud, AI consulting and products such as IBM Bob, Digital Asset Haven and Ready for SAP Solutions, layering quantum computing as a long-term initiative on top of recurring software, Red Hat growth and the z17 mainframe program.
IBM · Technology · Positive IBM reached the final phase of DARPA's Quantum Benchmarking Initiative, targeting a fault-tolerant quantum computer by 2029.
SciSparc Unit CliniQuantum Reports 16.8-Fold Quantum Simulation Speedup on Gene Data
SciSparc Ltd. announced that CliniQuantum Ltd., the majority-owned subsidiary of its NeuroThera Labs Inc. unit, reported an approximately 16.8-fold computational acceleration from its GPU-accelerated quantum-simulation platform. The benchmark ran on a single machine with 64 cores and a single NVIDIA T4 Tensor Core GPU, compared with the same 64-vCPU machine using only a CPU implementation. The evaluation used a real clinical gene-expression dataset of 11 patients and 3,531 gene-expression features, a high-dimensional setting in which biological variables greatly outnumber patients. Searching for correlated three-gene configurations, the algorithm covered 7,331,162,245 possible three-gene combinations and identified approximately 22.2 million correlated gene triplets at a predefined minimum correlation threshold. The analysis took approximately 8.4 hours on 64 vCPUs versus approximately 0.5 hours with the single NVIDIA T4 GPU, while producing the same qualifying gene-triplet results. The benchmark, run on an AWS g4dn.16xlarge EC2 machine using IBM Qiskit Aer GPU-based quantum simulation, was designed to evaluate computational performance and did not establish the clinical validity, predictive value, or potential utility of any identified gene combinations. CliniQuantum said it intends to advance its algorithms toward increasingly complex multi-feature configurations and larger biomedical datasets, progressing from simulation and validation toward execution on quantum computing hardware.
SPRC · Technology · Positive SciSparc announced its CliniQuantum subsidiary's GPU-accelerated quantum-simulation platform achieved a 16.8-fold computational speedup.
CliniQuantum · Technology · Positive CliniQuantum reported its platform's 16.8-fold speedup and plans to advance toward quantum hardware execution.
NeuroThera Labs Inc. · Technology · Positive NeuroThera Labs' unit CliniQuantum reported the 16.8-fold quantum-simulation acceleration on gene data.
NVDA · Technology · Positive The benchmark's 16.8x speedup was achieved with an NVIDIA T4 Tensor Core GPU, highlighting its quantum-simulation performance.
D-Wave Quantum Secures Up to $100 Million in CHIPS Act Funding
D-Wave Quantum entered the third quarter with a definitive agreement with the U.S. Department of Commerce, providing access to up to $100 million in funding under the U.S. CHIPS and Science Act. The agreement, signed Sept. 8, builds on a previously announced Letter of Intent and supports efforts to advance domestic quantum computing capabilities. First-half bookings reached $35.5 million, up 1,120% year over year, while production applications accounted for 37.3% of first-half QCaaS revenues. On Aug. 5, D-Wave reported a research advance published in Nature involving its superconducting dual-rail architecture and quantum error correction, and on Jul. 27 it signed an agreement with AT&T to expand AT&T's use of its quantum computing technology, with early work cutting network optimization processing time from about one hour to less than 15 seconds. Among peers, IonQ completed the SkyWater acquisition on July 31 and updated its 2026 revenue outlook to $450-$460 million, while Rigetti received finalized CHIPS R&D funding of up to $100 million in September. D-Wave shares have lost 55.3% over the past year, and the stock carries a Zacks Rank #4 (Sell).
QBTS · Regulation · Positive Definitive agreement with the U.S. Department of Commerce gives access to up to $100 million in CHIPS and Science Act funding.
QBTS03.BK · Regulation · Positive Definitive agreement with the U.S. Department of Commerce gives access to up to $100 million in CHIPS and Science Act funding.
T · Demand · Positive Signed an agreement with D-Wave to expand AT&T's use of its quantum computing technology, cutting network optimization time.
Zapata Quantum Joins IBM Quantum Network to Build Practical Applications
Zapata Quantum has joined the IBM Quantum Network, the company announced, with plans to use IBM's quantum computers alongside its own use-case discovery and application development expertise. The Boston-based company, which trades over the counter under the ticker ZPTA, said the effort aims to close the quantum application gap by translating advances in quantum computing into mission-critical applications. Chief Executive Sumit Kapur said IBM's rapid progress toward fault-tolerant quantum computing brings that application gap into sharper focus, while Vice President of Strategy and Co-Founder Jonny Olson said superconducting qubits remain one of the most capable paths to advantage because their hardware is fast. The move builds on prior joint research between the two companies, including a landmark study published in Nature Biotechnology that produced experimentally validated candidates targeting KRAS and was named one of the journal's Top 10 Articles of 2025, as well as co-authored work in npj Quantum Information on variational quantum factoring. Zapata said insights from the network will inform Quantum Pilot, its hardware-agnostic platform that helps enterprises identify, prioritize and develop quantum applications as hardware matures.
ZPTA · Technology · Positive Zapata joins IBM Quantum Network to use IBM hardware with its own application-development expertise, advancing its Quantum Pilot platform.
IBM · Technology · Positive Zapata joins IBM Quantum Network to build applications on IBM's quantum computers, expanding IBM's quantum ecosystem.
D-Wave Quantum Inc. launched a beta program for its gate-model quantum computing simulator, offering select customers early access ahead of general availability. The simulator is built around D-Wave's dual-rail superconducting gate-model technology, which is designed to use error detection to deliver efficient quantum error correction with significantly lower hardware overhead as systems scale. Beta participants include BBVA, FirstQFM, Florida Atlantic University and the Julich Supercomputing Centre. The company said the program marks an important milestone in its gate-model development roadmap and lets customers experiment with error-aware programming and build quantum applications in preparation for its forthcoming gate-model systems.
QBTS · Technology · Positive D-Wave launched a beta program for its gate-model quantum simulator built on its dual-rail superconducting technology, advancing its product roadmap.
QBTS03.BK · Technology · Positive D-Wave launched a beta program for its gate-model quantum simulator built on its dual-rail superconducting technology, advancing its product roadmap.
Quantinuum Secures $100 Million CHIPS Award, Ties Helios to Oracle Data Centers
Quantinuum secured a finalized US$100 million CHIPS R&D award from the U.S. Department of Commerce to support trapped ion quantum computer manufacturing in the United States. The company also announced new collaborations with Quanta Computer and Oracle tied to its trapped ion quantum hardware. As part of the Oracle tie-up, Quantinuum will place its Helios quantum computer inside Oracle data centers to support quantum cloud computing access. Quantinuum, a quantum computing hardware and software specialist in the IT industry, has a market cap of about US$12.7b. The company said the CHIPS R&D award and Oracle data center placement support its push to integrate quantum systems with AI and high performance computing through partners such as Oracle and HPE, though heavy reported losses and the risk of delays around its Sol and Apollo systems remain open issues.
QNT · Demand · Positive New collaborations with Quanta Computer and Oracle tied to its trapped ion quantum hardware, including Helios placement in Oracle data centers.
QNT · Regulation · Positive Quantinuum secured a finalized $100 million CHIPS R&D award from the U.S. Department of Commerce.
ORCL · Demand · Positive Oracle data centers will host Quantinuum's Helios quantum computer to support quantum cloud computing access.
2382.TW · Demand · Positive Quanta Computer announced a new collaboration with Quantinuum tied to its trapped ion quantum hardware.
IonQ announced a real-time quantum error correction decoder that runs complex workloads without slowing quantum computations. The company reported new deployments at the NVIDIA Accelerated Quantum Research Center, integrating its hardware into NVIDIA's quantum research stack, and disclosed a partnership with SDT in South Korea to support quantum computing access for regional enterprises and researchers. IonQ said the decoder handles benchmark circuits with up to 408 logical qubits and more than 31.5 million quantum operations with just 0.02% added time, running on a single off-the-shelf CPU while the quantum system keeps operating. IonQ, a US semiconductor player valued at about $17.4b, builds quantum computing systems for clients in the United States, Switzerland, and other regions. Investors will watch how many Superion 256 deployments move from contract to installed and active systems at sites like NVIDIA's research center, FIU and SDT's data center from 2027.
IONQ · Technology · Positive IonQ unveiled a real-time quantum error correction decoder handling 408 logical qubits with only 0.02% added time.
IONQ · Demand · Positive New deployments at NVIDIA's Accelerated Quantum Research Center and a partnership with SDT in South Korea expand access to IonQ systems.
Spectral Design & Test · Demand · Positive SDT partnered with IonQ to support quantum computing access for regional enterprises and researchers in South Korea.
NVDA · Technology · Positive IonQ integrated its hardware into NVIDIA's quantum research stack at the NVIDIA Accelerated Quantum Research Center.
Post-Quantum Cryptography Market Projected to Reach $2.84 Billion by 2030
MarketsandMarkets projects the global post-quantum cryptography market will grow from $0.42 billion in 2025 to $2.84 billion by 2030, a compound annual growth rate of 46.2%. The forecast is a third-party projection, not a guarantee, and timelines for quantum capability remain debated, though large infrastructure vendors have started publishing migration dates and quantum hardware companies are reporting rapid revenue growth off small bases. Among this week's developments, Vancouver-based Quantum Secure Encryption Corp. appointed Joseph Hall as Chief Intelligence Officer, adding more than 20 years of frontline cybersecurity and threat intelligence experience, with prior roles including Director of Threat Intel R&D at Infoblox and Principal Security Consultant at Fortinet; he will work with Chief Technology Officer Michael Massing, who previously led Dell SonicWall's Unified Threat Management business unit. QSE also announced grants of 350,000 stock options and 350,000 restricted share units to employees. Separately, Cloudflare announced plans to become a public certificate authority issuing post-quantum Merkle Tree Certificates with production issuance scheduled for the first quarter of 2027, IonQ reported second quarter 2026 revenue of $80.1 million, up 287% year over year, and raised its full-year 2026 revenue outlook to $450 million to $460 million, Akamai announced an $11.6 billion multi-year agreement with Anthropic to supply distributed AI infrastructure and cloud computing services over seven years, and Okta reported second quarter fiscal 2027 total revenue of $805 million, up 11%, guiding to fiscal 2027 revenue of $3.216 billion to $3.226 billion.
AKAM · Demand · Positive Akamai announced an $11.6 billion multi-year agreement with Anthropic to supply distributed AI infrastructure and cloud services over seven years.
IONQ · Capital · Positive IonQ reported Q2 2026 revenue of $80.1 million, up 287% year over year, and raised its full-year 2026 revenue outlook to $450-460 million.
NET · Technology · Positive Cloudflare announced plans to become a public certificate authority issuing post-quantum Merkle Tree Certificates with production issuance scheduled for Q1 2027.
OKTA · Capital · Positive Okta reported Q2 fiscal 2027 total revenue of $805 million, up 11%, and guided to fiscal 2027 revenue of $3.216-3.226 billion.
BofA Initiates IonQ With Buy Rating and $60 Price Target
Bank of America initiated coverage of IonQ on September 28 with a Buy rating and a $60 price target, calling the company the largest public pure-play quantum company by revenue. The call lands as IonQ reported $80.1 million of Q2 2026 revenue, up 287% year-over-year, its strongest quarter on record and a fifth consecutive quarter of record results, with organic revenue up 132%. Management raised full-year 2026 IonQ revenue guidance to $280 million to $290 million and maintained its expectation for approximately 100% organic growth, while remaining performance obligations reached $485 million, up from $122 million a year earlier. Following its $1.8 billion acquisition of SkyWater, IonQ said it received its first fully integrated quantum processing units from the foundry and plans to begin commissioning 256-qubit systems in 2027, and it announced Superion 256 deployments at Florida International University and NVIDIA's Accelerated Quantum Research Center. BofA also pointed to IonQ's semiconductor-enabled approach to scaling qubit counts and its expansion across quantum computing, communications and sensing.
IONQ · Capital · Positive BofA initiated IonQ with a Buy rating and $60 price target, calling it the largest public pure-play quantum company by revenue.
IONQ · Demand · Positive IonQ reported record $80.1M Q2 revenue up 287% YoY, raised full-year guidance, and announced Superion 256 deployments at FIU and NVIDIA's research center.
BAC · Capital · Positive BofA initiates IonQ coverage with a Buy rating and $60 price target, a positive analyst valuation call for the bank's research franchise.
IonQ Superion 256 to Become First On-Premise Quantum Processor at Nvidia Research Center
IonQ said on September 23 that its Superion 256 will become the first on-premise quantum processor deployed at Nvidia's Accelerated Quantum Research Center, with the deployment planned for 2027. Nvidia will place IonQ's quantum processing unit alongside conventional accelerated computing hardware in a setting designed to develop large-scale hybrid systems, targeting applications including financial optimization, materials science and computational chemistry. IonQ introduced Superion 256 on September 8 and has begun accepting orders, with first customer deliveries expected in 2027 and commercially manufacturable fault-tolerant systems targeted for 2028. On September 22, IonQ reported a decoder breakthrough, demonstrating a real-time decoder running continuously on a single conventional CPU across benchmark circuits simulating up to 408 logical qubits and more than 31.5 million quantum operations, with as little as 0.02% additional execution time. The financial value of the Nvidia deployment has not been disclosed, and IonQ's 2026 revenue guidance of $450 million to $460 million includes SkyWater revenue from July 31 through year-end, so the increase cannot be attributed entirely to accelerating organic quantum-computing revenue.
IONQ · Demand · Positive IonQ's Superion 256 will be the first on-premise quantum processor deployed at Nvidia's Accelerated Quantum Research Center, a concrete customer deployment for its product.
NVDA · Technology · Positive Nvidia's Accelerated Quantum Research Center will host IonQ's quantum processor alongside its accelerated computing hardware to develop large-scale hybrid quantum-classical systems.
Infleqtion and Cisco Launch Joint R&D to Link Quantum Systems Into Networks
Infleqtion announced a joint research and development collaboration with Cisco Systems on September 10, 2026, to connect, operate, and scale quantum systems into distributed networks. The effort pairs Infleqtion's neutral-atom quantum processors and sensors with Cisco's quantum networking stack, aiming to move standalone quantum hardware into scalable, interconnected networks; Infleqtion Chief Technology Officer Pranav Gokhale compared the shift to how the internet emerged from linked classical computers. Infleqtion brings record Q2 2026 revenue of $12.6 million, trailing 12-month revenue of $42.44 million, an updated 2026 revenue outlook of roughly $43 million, a $100 million Department of Commerce grant and a roughly four-year funding runway, but it also posted a $24.7 million operating loss in Q2 2026 against $13.5 million in revenue, and the collaboration remains an early-stage joint R&D effort that generates no immediate commercial software or hardware sales. Cisco gains an early foothold in next-generation quantum networks that expands its long-term addressable market, though it must weigh that against a more leveraged balance sheet, margin pressure from a higher hardware mix and rising memory costs. Infleqtion's path to material revenue depends on unproven milestones including 30 logical qubits in 2026 and field tests in 2027, alongside its 2027 fault-tolerant Illinois system.
INFQ · Technology · Positive Infleqtion's neutral-atom quantum processors and sensors are being integrated with Cisco's networking stack in a joint R&D collaboration aimed at scaling quantum systems into distributed networks.
CSCO · Technology · Positive Cisco's quantum networking stack is paired with Infleqtion's neutral-atom processors in a joint R&D effort to link quantum systems into scalable networks, giving Cisco an early foothold in next-generation quantum networks.
CGI Federal Signs Quantum Pathfinder Research Deal With DLA and University of Tennessee
CGI Federal Inc. announced it has entered into an applied research agreement with the U.S. Defense Logistics Agency and the University of Tennessee, Knoxville to study how agentic artificial intelligence and quantum computing can support advanced warehouse management and strengthen supply chain and logistics resilience in contested environments. The initiative, called the Quantum Pathfinder, is anchored in a mutual commitment to advance commercialization of mission-critical emerging technologies and unites government mission ownership, university research leadership and commercial quantum capability behind a single objective. Expected to expand over the course of the upcoming fiscal year, its initial areas of exploration include dynamic smart-warehouse orchestration, reverse logistics and disposition, and resilient inventory positioning for contested environments, with specific use cases to be jointly selected in the coming months. CGI Federal will host the Quantum Pathfinder at its Knoxville onshore delivery center, and briefings, benchmark summaries and findings will be shared through publication, industry summits and other venues as the work progresses. Victor Foulk, Vice-President of Emerging Technologies at CGI Federal, said quantum computing will arrive not as a single product launch but as a series of hard research problems solved against real mission constraints.
IBM and NASA Release Open Lunar AI Model as IBM, Lockheed, ETH Zurich Launch Quantum Hub
International Business Machines and NASA have released an open Lunar Foundation Model for scientific lunar research to the public, while IBM, Lockheed Martin and ETH Zurich have created a quantum innovation hub to broaden access to quantum computing research and training. The ETH Zurich quantum hub is intended to support industrial use cases in areas such as materials science, financial services and aerospace. International Business Machines is a US IT group with a US$216.3b market cap that sells integrated hardware, software and services, and its work with NASA and the ETH Zurich quantum hub taps into areas where large research and enterprise clients already use its infrastructure and consulting capabilities. The clearest test of the bull case will come as IBM reports how many paying industrial and research workloads actually run on Quantum System Two and related services at ETH Zurich once that system is deployed, and whether management starts breaking out any quantum or lunar AI related revenue or backlog in future quarterly updates. The bear case centers on execution risk in turning complex research collaborations into scalable, high margin Software and Consulting revenue rather than isolated projects.
Artificial Intelligence › AI Tooling, Data & MLOps Technology
IBM · Technology · Positive IBM released an open Lunar Foundation Model with NASA and launched a quantum innovation hub with Lockheed and ETH Zurich, advancing its quantum and AI research offerings.
LMT · Technology · Neutral Lockheed Martin is named as a partner in the ETH Zurich quantum innovation hub targeting aerospace use cases, but no specific Lockheed development or benefit is detailed.
IonQ Q2 Sales Jump 287% to $80.1 Million as Losses Widen
IonQ reported second-quarter 2026 sales of $80.1 million, up 287% from a year earlier, with part of that growth coming from a series of acquisitions and the rest from organic quantum revenue. Management estimates organic revenue will double for the full calendar year 2026, helping total sales, including acquisitions and organic growth, reach an estimated $455 million this year, a 60% increase over the company's previous guidance, though the raised full-year revenue guidance came just after IonQ completed its purchase of the chip foundry business SkyWater Technology on July 31. The company's non-GAAP adjusted EBITDA loss widened to $120.3 million in the second quarter from $36.5 million a year earlier, driven by expensive research and development costs and rising sales and general administrative costs, and that loss far exceeded quarterly revenue. IonQ holds cash and cash equivalents of $3 billion, giving it substantial runway despite being unprofitable, while its stock trades at a price-to-sales ratio of 51, well above the tech sector average of about 7, even after a roughly 42% share price decline over the past year.
IONQ · Capital · Positive Q2 sales jumped 287% to $80.1M and full-year revenue guidance was raised 60% to ~$455M, though EBITDA losses widened sharply.
SKYT · Capital · Positive IonQ completed its purchase of chip foundry SkyWater Technology on July 31, contributing to IonQ's acquisition-driven revenue growth.
IonQ Shares Jump 10.1% on Synopsys Quantum Simulation Research
IonQ shares jumped 10.1% in the afternoon session after the quantum computing company announced joint research with Synopsys showing that quantum algorithms accelerated industrial design simulations by up to 14.6%. According to a company press release, the work embedded an advanced quantum algorithm into Synopsys's Ansys LS-DYNA simulation software to reorganize equations more efficiently and cut calculation time for complex automotive and jet-engine simulations. IonQ said the approach helps relieve computational bottlenecks that slow classical supercomputers, and the joint paper earned a first-place Best Paper Award at IEEE Quantum Week 2026. The stock is down 13.5% since the beginning of the year, and at $40.47 per share it is trading 50.7% below its 52-week high of $82.09 from October 2025. The previous big move came 8 days earlier, when the stock dropped 4.4% after Mizuho Securities analyst Vijay Rakesh lowered his price target to $52 from $61 while maintaining a Buy rating following the company's Analyst Day.
IONQ · Technology · Positive IonQ announced joint research with Synopsys showing quantum algorithms accelerated industrial design simulations by up to 14.6%, a product/R&D development.
SNPS · Technology · Neutral Synopsys's Ansys LS-DYNA software was used to embed IonQ's quantum algorithm, but the development is IonQ's announcement and Synopsys is only a partner/context mention.
Nvidia Launches CUDA-Q Logical for Fault-Tolerant Quantum Computing
Nvidia launched CUDA-Q Logical, an open-source orchestration layer built into its CUDA-Q platform, on September 14. The tool is designed to help researchers develop applications for fault-tolerant quantum computers using logical qubits, and it is available on GitHub. Fermi National Accelerator Laboratory, IQM Quantum Computers, Sandia National Laboratories, Infleqtion, QCDesign, and Quantum Motion are already using the technology. The launch supports Nvidia's broader strategy of making its GPUs the key classical computing layer for hybrid quantum-classical systems, though Jensen Huang said in January 2025 that useful quantum computers could still be 15 to 30 years away, a view tied to the unresolved challenge of scaling quantum hardware. Hedge fund ownership of Nvidia rose from 275 funds at the end of Q1 2026 to 285 funds at the end of Q2 2026, while short interest stood at 1.29% of float as of August 31, 2026.
IBM Wins $1 Billion CHIPS Award as IonQ Reports Quantum Optimization Progress
IBM and IonQ shares rallied Thursday on separate quantum computing developments. IBM's Anderon subsidiary finalized a $1 billion award from the U.S. Department of Commerce under the CHIPS and Science Act, funding research and development at a 300-millimeter quantum wafer facility in Albany, New York, with IBM committing another $1 billion to the project. IonQ, working with NVIDIA, Oak Ridge National Laboratory and the University of Tennessee, developed a generative AI method for producing quantum optimization circuits that maintained a roughly 28-second generation time across tested problem sizes. The two developments mark separate areas of industry progress, with IBM expanding quantum manufacturing capacity while IonQ focuses on reducing computational demands in quantum optimization.
IBM · Regulation · Positive IBM's Anderon subsidiary finalized a $1 billion CHIPS and Science Act award from the U.S. Department of Commerce for quantum wafer R&D.
IONQ · Technology · Positive IonQ developed a generative AI method for producing quantum optimization circuits with ~28-second generation time.
Nvidia Unveils Quantum Software Claiming Sevenfold Research Speedup as Shares Fall 3.5%
Nvidia unveiled new quantum-development software Monday, claiming a sevenfold acceleration in a research workflow, even as its shares traded around $210.87, down approximately 3.5%. The company said Fermilab compressed five months of research work into three weeks in an architecture-development workflow, and that its new open-source CUDA-Q Logical layer supports development of fault-tolerant quantum applications. The distinction matters because researchers completed a design workflow faster, which does not establish faster quantum hardware, commercial viability or additional sales. For shareholders, the potential payoff comes from supplying the computing resources behind quantum research, though that commercial outcome remains unproven. GuruFocus shows a GF Score of 95/100, with profitability and growth standing out while a weaker GF Value reading puts valuation under greater scrutiny.
Infleqtion announced results from its integration of NVIDIA CUDA-Q Logical with the qLDPC open-source library for quantum error correction research, making it among the first organizations building on the platform NVIDIA just announced as a logical orchestration layer for fault-tolerant quantum algorithms. Working with an early-access version of CUDA-Q Logical, Infleqtion researchers constructed and validated a high-rate quantum error correction code that uses approximately six physical data qubits per logical qubit, representing about a fivefold improvement in code rate over the surface-code approach used for comparison. That physical-to-logical qubit ratio is below 10:1 and represents progress toward Infleqtion's architectural target for near-term systems. Infleqtion open-sourced qLDPC last year in work alongside researchers from JPMorgan Chase, and the company is now extending the workflow toward physical execution by adding syndrome extraction, neutral-atom noise modeling and decoder benchmarking. Chief Technology Officer and General Manager of Quantum Computing Pranav Gokhale said the code and the machine must be designed together, while NVIDIA Director of Quantum Product Sam Stanwyck said the integration shows how researchers can design and evaluate logical qubit workloads end to end. Infleqtion will share additional company updates and new milestones at Quantum World Congress in College Park, Maryland, where Chief Executive Officer Matt Kinsella will deliver a plenary keynote on September 24.
BlueQubit Opens $150,000 Quantum Flywheel Grant Program With IBM, AWS, NVIDIA
BlueQubit announced the open call for its Quantum Flywheel grant program, a $150,000 initiative created with support from IBM, Amazon Web Services, and NVIDIA accelerated computing. The three-month program provides research teams with cloud compute credits for QPU, CPU, and GPU resources, along with access to frontier AI models and BlueQubit's quantum-native development environment. Proposals are invited across three areas: developing and testing novel quantum algorithms on IBM quantum computers targeting quantum advantage in simulation and optimization, conducting adversarial classical simulation with tensor networks and Pauli-path methods to stress-test published quantum advantage claims, and using frontier AI agents to discover, decode, and evaluate novel quantum error-correction codes aimed at mitigating hardware noise. Selected teams will receive direct access to high-performance classical supercomputing, including NVIDIA GPU instances on AWS and large core CPU machines via BlueQubit's simulation platform, with end-to-end support from code generation to QPU execution on IBM quantum computers. The open call runs for a five-week submission window, and selected researchers will receive three months of continuous hardware and compute access.
BlueQubit · Demand · Positive BlueQubit is the subject launching the $150,000 Quantum Flywheel grant program with its quantum-native development environment.
IBM · Demand · Positive IBM quantum computers are the QPU platform for the grant program, driving usage of IBM quantum hardware.
AMZN · Demand · Positive AWS provides cloud compute credits and NVIDIA GPU instances for the grant program, a modest demand signal for AWS compute.
NVDA · Demand · Positive NVIDIA GPU instances on AWS are provided as accelerated computing resources for selected research teams.
NVIDIA Adds CUDA-Q Logical Layer for Fault-Tolerant Quantum Computing
NVIDIA announced an expansion of its CUDA-Q open source platform with CUDA-Q Logical, an orchestration layer that provides a programmable, verifiable approach to developing applications for fault-tolerant quantum computers. Fault-tolerant quantum processors with logical qubits are essential for useful quantum computing, and CUDA-Q Logical lets researchers design and orchestrate the many components such applications require, switching between algorithm, error-correction and hardware options to find optimal configurations. Fermilab used CUDA-Q Logical to validate prior results and evaluate physical qubits, runtimes and other resource requirements across different error-correction approaches and quantum hardware, accelerating fault-tolerant algorithm development from five months to three weeks, a 7x speedup. Iceberg Quantum used CUDA-Q Logical to model its fault-tolerant architecture for Diraq's qubits, showing how 1,000 logical qubits can be created with just 150,000 physical qubits, roughly 10x fewer than Diraq's previous estimates. Sandia National Laboratories developed QUOPS, a new independent cross-platform benchmark measuring progress toward utility-scale quantum applications, and a QUOPS reference implementation is now available in NVIDIA CUDA-Q; Sandia shared early results in a preprint ahead of IEEE Quantum Week, reporting initial QUOPS benchmarks for QPUs from Google, IBM and Quantinuum. CUDA-Q Logical is already being used by QPU makers and labs including Fermi National Accelerator Laboratory, Infleqtion, IQM Quantum Computers, QCDesign Quantum Motion and Sandia National Laboratories, and is now available through GitHub.
NVDA · Technology · Positive NVIDIA expanded its CUDA-Q platform with CUDA-Q Logical, a new orchestration layer for fault-tolerant quantum computing adopted by Fermilab, Sandia and QPU makers.
IBM Opens Quantum Innovation Hub at ETH Zurich With Lockheed Martin
IBM is expanding its quantum computing footprint by establishing a new quantum innovation hub at ETH Zurich in collaboration with Lockheed Martin, with plans to bring an IBM Quantum System Two to the Swiss National Supercomputing Centre in Lugano. Under an offset agreement with armasuisse, Switzerland's Federal Office for Defense Procurement, IBM will operate the quantum computer, powered by its Quantum Nighthawk processor, supporting research in chemistry, materials science, optimization and financial services while giving Swiss businesses, startups and academic institutions access to the technology. IBM will also support quantum education through courses, certifications, workshops and hackathons. The Lockheed Martin collaboration will explore quantum technologies for aerospace and defense through two planned joint development projects, one examining quantum sensing for navigation and another targeting improvements in additive manufacturing involving metallic alloys. The venture strengthens IBM's long-standing relationship with ETH Zurich and supports a new 10-year effort to develop foundational algorithms for AI and quantum computing.
IBM · Technology · Positive IBM opens a quantum innovation hub at ETH Zurich and will operate a Quantum System Two with its Nighthawk processor, expanding its quantum technology footprint.
LMT · Technology · Positive Lockheed Martin collaborates with IBM on two joint quantum development projects in quantum sensing for navigation and additive manufacturing of metallic alloys.
IonQ Launches Superion 256 Quantum Platform, First Deliveries Set for 2027
IonQ has launched Superion 256, its sixth-generation quantum computing platform and the foundation for future compute products, with customer deliveries set for 2027. The platform moved from early design to trapping ions in under a year, and IonQ fabricated its first fully integrated 256-qubit quantum processing units at its SkyWater subsidiary, with prototype Superion 256 systems now trapping ions at multiple U.S. facilities. IonQ and SkyWater jointly designed and fabricated the chip, completing six tapeouts in the first half of 2026 and cutting the design cycle to two months from nine months, while delivering 12 times more wafer lots over six months than at a previous foundry. At the core of Superion 256 is IonQ's Electronic Qubit Control, which controls trapped-ion qubits with electronics integrated directly into the chip rather than with laser systems, using the same technology behind IonQ's 99.99% two-qubit gate fidelity world record in October 2025. The platform scales from 256 qubits to millions of qubits, and Superion 10K is already underway, integrating CMOS into the chip. IonQ is taking orders for Superion 256 now and pre-sold its first system in the first quarter of 2026, while production-grade systems will also run on its cloud.
IONQ · Technology · Positive IonQ launched its sixth-generation Superion 256 quantum platform with integrated Electronic Qubit Control and 99.99% gate fidelity
IONQ · Demand · Positive IonQ is taking orders for Superion 256 now and pre-sold its first system in Q1 2026
SKYT · Technology · Positive SkyWater subsidiary fabricated IonQ's first fully integrated 256-qubit QPUs, jointly designed with six tapeouts and 12x more wafer lots
Qedma and HQC2 Achieve Unprecedented Accuracy in Quantum Chemistry
Qedma Quantum Computing and the HQC2 team at the University of Copenhagen, the Technical University of Denmark, and the University of Southern Denmark have published a collaborative study demonstrating that error mitigation can dramatically improve the reliability of quantum chemistry on today's processors. The study, which explored the potential energy surface of a water molecule on IBM's Aachen quantum processor using Qedma's QESEM software, achieved a 30–50× improvement over raw results without error mitigation. The findings will be presented at Q2B Copenhagen on September 9–10, 2026. Qedma CEO Dr. Asif Sinay said the work shows a strong proof of concept for applying quantum computing to quantum chemistry on current hardware. The research was part of the Q-CHEMION project under the Eureka open call for applied quantum technologies.
IBM Ventures Invests in BQP, Boosting Total Funding to $8M
IBM Ventures has invested in BQP, the physics acceleration company, bringing its total funding to $8 million and backing the expansion of its BQPhy platform from engineering design into real-time operational decisions. The investment extends a technical relationship that began in 2023 when BQP joined the IBM Quantum Network. BQP's flagship platform, BQPhy, is in production with aerospace and defense customers, and the company has grown contracted and committed revenue eightfold since its 2025 seed round, tripling its customer base and growing platform users twentyfold. The investment also includes participation from Venn10 Capital and existing investor Monta Vista Capital. BQP's technology addresses the inefficiency of classical solvers, which leave roughly 85% of a GPU's floating-point capacity idle, by using that capacity to resolve full-fidelity physics within operational decision windows.
Gartner: Quantum AI Not Ready Until 2028, Advises Focus on Practical AI
Gartner Inc. revealed that from now until 2028, there will be no large-scale enterprise AI workloads running on quantum hardware. Classical Accelerated AI, or AI on traditional computers accelerated by specialized hardware, will continue to lead in all real-world performance metrics. Chirag Dekate, Vice President Analyst at Gartner, said that most Quantum AI solutions currently offered by technology providers are merely hybrid technologies or algorithms that apply quantum-inspired concepts, not Quantum-native AI ready for enterprise-level operations. Moreover, there is no validated research confirming that quantum computing provides a performance advantage in enterprise AI processing. Gartner expects that stable quantum computing technology will remain limited to research and development for AI tasks, as the number of logical qubits is still insufficient and cannot deliver real economic value until 2030. The firm advises organizations to separate quantum budgets from AI budgets, as GenAI can deliver measurable returns within 12 to 18 months, while Quantum AI has never created measurable value on real workloads. It also recommends integrating quantum-inspired techniques into existing AI systems, setting criteria for terminating pilot projects, and focusing on logical qubit readiness rather than physical qubit count.
Two Under-the-Radar Quantum Stocks Catch Analysts' Attention
Two newly public quantum computing companies, Horizon Quantum Holdings and Xanadu Quantum Technologies, have caught the attention of Wall Street's top analysts. Horizon Quantum, which went public in March through a SPAC merger with dMY Squared, builds software infrastructure for quantum computing and has a market cap of about $908 million. Craig Hallum analyst Richard Shannon rates Horizon a Buy with a $21 price target, implying roughly 25% upside from its current price of $16.82. Xanadu Quantum Technologies, which merged with Crane Harbor Acquisition Corp. and began trading on March 27, uses photonic technology to build room-temperature quantum computers and has a market cap of $3.15 billion. Canaccord analyst Kingsley Crane rates Xanadu a Buy with a $34 price target, suggesting a 228% gain from its current price of $10.37.
Oracle Expands AWS Collaboration and Adds Quantinuum Quantum Services
Oracle extended its long-term collaboration with Amazon Web Services to help enterprises run Oracle AI Database workloads on AWS, and separately entered a partnership with Quantinuum to deliver hybrid quantum computing services through Oracle Cloud Infrastructure. The AWS agreement makes Oracle AI Database services available in 22 AWS regions, aiming to lower friction for large customers already on AWS. The Quantinuum collaboration adds its Helios system to Oracle Cloud Infrastructure, giving Oracle a way to serve early hybrid quantum plus AI workloads on its existing high-performance compute and GPU stack. The deals come as Oracle faces strong AI-driven remaining performance obligations alongside planned capital expenditure of up to US$35 billion per year and pressure on free cash flow. The clearest test will be Oracle's upcoming preview and launch of its Oracle Cloud Infrastructure quantum service and future disclosures on Oracle AI Database@AWS adoption.
Quantum Computing Market Projected to Reach $21.86 Billion by 2035
A new report from ResearchAndMarkets.com projects the global quantum computing market will grow from $1.93 billion in 2026 to $21.86 billion by 2035, a compound annual growth rate of 30.92%. The study highlights accelerating commercial momentum, including IonQ's record $80 million in second-quarter 2026 revenue and D-Wave's 1,120% bookings growth, alongside expanded cloud quantum deployments by Alphabet's Google and Microsoft. Key drivers include rising demand for high-performance computing beyond classical limits, growth of Quantum-as-a-Service platforms, and increasing government funding. North America leads the market, while optimization remains the dominant application and the banking, financial services, and insurance sector is the top end-use industry.
Quantum ETFs Surge as US Government Pours Billions into Quantum Computing
Quantum computing exchange-traded funds have posted strong year-to-date gains amid historic U.S. government funding commitments to the sector. The Defiance Quantum ETF has surged 38.4%, the WisdomTree Quantum Computing Fund has soared 30.9%, and the Global X AI Semiconductor & Quantum ETF has rallied 69.9%. Driving the momentum are federal initiatives including $625 million from the Department of Energy to renew five National Quantum Information Science Research Centers, $2 billion in CHIPS Act incentives for domestic quantum foundries, and a $1 billion award to IBM to anchor a new U.S.-based quantum chip foundry in Albany, New York. Recent technological breakthroughs, such as Quantinuum's 98-qubit Helios system operating beyond classical simulation and NVIDIA's launch of open-source quantum AI models, have further validated the industry's commercial potential.
Quantum X-Labs Advances Quantum Computing for Nuclear Particle Transport Prediction
Quantum X Labs announced that its subsidiary Nuclear Quantum has developed a quantum computing approach to address a bottleneck in nuclear particle transport simulations. The technology translates the physical transport model into a quantum circuit, allowing particle propagation and random-walk dynamics to be simulated directly within quantum computation. The project establishes the core quantum oracle required for future integration with Grover-inspired quantum algorithms. Nuclear Quantum plans to expand the model to more complex transport scenarios and evaluate its potential to support faster, more precise, and more scalable simulation tools for the nuclear-medicine industry.
QXL · Technology · Positive Quantum X Labs' subsidiary developed a quantum computing approach for nuclear particle transport, advancing its technology.
Ministry of Higher Education Joins CP-True to Launch Quantum Club Thailand, Driving Quantum Research into Real Business
The Ministry of Higher Education, Science, Research and Innovation, together with Charoen Pokphand Group, True Corporation, QTRic, and qBraid, has launched Quantum Club Thailand, a national quantum technology collaboration platform. It aims to connect the government, universities, researchers, industry, startups, and global partners, driven by four core missions: building human capital, advancing research, upgrading industry, and creating commercially viable innovations. The initiative begins with three flagship projects: Quantum Academy Thailand, Quantum Industry Lab, and Quantum Innovation Challenge. Professor Dr. Yotsanun Wongsawat, Deputy Prime Minister and Minister of Higher Education, Science, Research and Innovation, stated that quantum technology will be a key factor in enhancing the country's competitiveness, and that workforce development must be accelerated alongside pushing research into industry. Mr. Supachai Chearavanont, Senior Vice Chairman of Charoen Pokphand Group and Chairman of True Corporation, emphasized that the transition to the quantum era requires transforming Thailand from a technology follower into a technology co-creator, with people development as the top priority. QTRic has over 80 quantum technology prototypes and a network of more than 120 researchers from 19 partner organizations, ready to leverage this platform to create commercial use cases and propel Thailand toward becoming a quantum hub for ASEAN. Meanwhile, qBraid will support access to world-class quantum platforms and AI-driven tools, as well as help build talent and connect Thailand with international networks.
qBraid · Technology · Positive qBraid provides access to quantum platforms and AI tools, directly benefiting from the national initiative to build quantum talent and connect with international networks.
qBraid · Demand · Positive qBraid provides quantum platforms and tools, expanding its market reach in Thailand.
TRUE.BK · Demand · Positive True Corporation co-launches Quantum Club Thailand, driving quantum research into commercial business, potentially creating new demand for its services.
Charoen Pokphand Group · Demand · Positive Charoen Pokphand Group leads the initiative, positioning itself as a key player in Thailand's quantum technology ecosystem, potentially opening new business opportunities.
Mitsubishi Electric’s ME Innovation Fund Invests in Quantum Startup JIJ
Mitsubishi Electric Corporation announced that its ME Innovation Fund has invested in JIJ Inc., a Japanese startup developing middleware for mathematical optimization using quantum computers. The investment, the fund’s fifteenth to date, will combine JIJ’s JijZept development platform with Mitsubishi Electric’s quantum technologies and application development expertise to accelerate commercial adoption. Mitsubishi Electric has positioned quantum computing as a key priority in its R&D strategy, aiming to establish technological superiority and speed up industrial implementation. JIJ CEO Yu Yamashiro said the partnership will advance the business application of quantum and optimization technologies.
Suphachai proposes PPP model with 100 billion baht investment to propel Thailand into a DeepTech hub
Mr. Suphachai Chearavanont has proposed a public-private partnership model, or PPP, to invest in establishing five major national Innovation Centers within five years, with a budget of approximately 100 billion baht, or about 3 billion US dollars. The centers will cover quantum technology, AI, robotics and automation, biotechnology, and advanced materials. He noted that the CP Group has already made an initial investment of 2.5 billion baht and proposed that the government provide support through tax measures and a Matching Fund to attract investment and build the country's advanced technology ecosystem. Additionally, the Quantum Club Thailand was launched as a national quantum technology collaboration platform, resulting from cooperation between the Ministry of Higher Education, Science, Research and Innovation, Charoen Pokphand Group, AIS, True Corporation, QTRic, and qBraid from the United States, aiming to develop human resources, drive research, and accelerate the application of quantum technology in the industrial sector.
Smart Quantum Computing Investors Are Buying Alphabet, IonQ, and Nvidia
Investors looking to gain exposure to quantum computing before it matures are buying shares of Alphabet, IonQ, and Nvidia. Alphabet is developing its own quantum computing unit, including the Willow chip, which could boost margins for its Google Cloud division that is already seeing 82% year-over-year revenue growth. IonQ is pursuing a trapped-ion approach that prioritizes accuracy over speed and has a roadmap to a 10,000-qubit computer, though it remains a smaller, higher-risk play. Nvidia is not building a quantum processor but is positioning its GPUs as essential for hybrid quantum-classical computing through tools like an AI model for error correction, CUDA adaptations, and the NVQLink interconnect.
IBM CEO says quantum computing will hit earnings by 2028 and unlock a trillion-dollar market by the late 2030s
IBM Chairman and CEO Arvind Krishna told Mad Money that quantum computing will have a measurable impact on the company's top and bottom line by 2028 or 2029, and that by the end of the 2030s it represents a trillion dollars of value. Krishna also addressed near-term concerns, noting that about 40% of delayed capital spending deals disclosed in the second quarter had already closed within three to four weeks, and reaffirmed full-year guidance of four-to-five percent constant currency revenue growth with free cash flow increasing by about one billion dollars year-over-year. IBM plans to invest more than ten billion dollars in quantum computing over the next five years and remains on track to deliver its first large-scale, fault-tolerant quantum computer by 2029, backed in part by a one-billion-dollar CHIPS incentive commitment and a matching one billion dollars from IBM for the world's first pure-play quantum wafer foundry. The company also announced quantum advantage demonstrations with startup Algorithmiq, the University of Chicago, and Qedma Quantum Computing, solving problems beyond the reach of classical supercomputers.
IBM and Partners Achieve Trusted Quantum Breakthroughs Beyond Classical Computing
IBM and its partners report multiple independent breakthroughs in quantum computing, achieving quantum advantage using error mitigated computations that classical systems cannot feasibly reproduce. The collaborations span Algorithmiq, Qedma, RIKEN, BlueQubit, and the University of Chicago, focusing on verification frameworks, logical qubits, and commercial error mitigation. IBM is positioning its quantum hardware and software stack as part of a broader computing toolkit, aiming to offer quantum as a cloud service alongside hybrid cloud and AI. The company is trying to show that its tools can tackle problems that high-end classical systems, such as Japan's Fugaku supercomputer, struggle to reproduce. These recent breakthroughs in error handling and verification may shape how quickly enterprises consider quantum resources for real workloads.
IBM · Technology · Positive IBM reports multiple quantum computing breakthroughs, positioning its hardware and software stack as advanced beyond classical systems.
Algorithmiq · Technology · Positive Algorithmiq is a partner in IBM's quantum breakthroughs, contributing to error mitigation and verification frameworks.
BlueQubit · Technology · Positive BlueQubit is a partner in IBM's quantum breakthroughs, involved in verification and error mitigation.
Qedma Quantum Computing · Technology · Positive Qedma is a partner in IBM's quantum breakthroughs, focusing on logical qubits and error mitigation.
BlueQubit, Qedma, IBM and RIKEN Demonstrate Quantum Advantage on Error-Mitigated Processor
BlueQubit, Qedma Quantum Computing, IBM and RIKEN have demonstrated that today's quantum computers can solve problems beyond the reach of classical machines. The team simulated a Floquet Ising magnet's sub-atomic oscillations, with RIKEN pushing classical simulation to its limits using over 500,000 CPU-core hours on the Fugaku supercomputer and BlueQubit running tensor network and Pauli path algorithms on GPU clusters. Qedma deployed its QESEM error-mitigation software on IBM's 156-qubit Heron quantum processor and validated results across platforms including Quantinuum's trapped-ion systems, achieving percent-level accuracy. The error-mitigated quantum system delivered reliable results when advanced classical methods could no longer converge, marking a pivotal shift where quantum processors outpace classical computers.
SciSparc Subsidiary NeuroThera Labs Validates Quantum Sampling Workflow on S&P 500 Company Platform
SciSparc announced that its subsidiary NeuroThera Labs has completed internal validation of a proprietary quantum sampling workflow for clinical trials data analysis. The workflow, which represents continuous probability distributions within a quantum computing framework, was developed and evaluated using a hybrid quantum-classical computing platform from an S&P 500 company. This validation supports a key component of NeuroThera's broader computational architecture and is expected to expand capabilities for analyzing large-scale clinical and biomedical datasets. The technology is being advanced through CliniQuantum, a quantum-focused initiative in which NeuroThera holds a 54.01% stake.
Japan and Australia Sign Memorandum on Quantum Technology Cooperation
The governments of Japan and Australia have agreed to strengthen cooperation in the field of quantum technology. Minister of State for Science and Technology Policy Kimi Onoda and Australian Minister for Industry, Innovation and Science Ed Husic signed a memorandum of understanding in Sydney on the 27th. They will advance collaboration on building supply chains related to quantum computers, research and development, practical application, startup support, and talent development. Japan has already concluded similar memoranda with the United States and India, and this agreement with Australia is expected to accelerate coordination on quantum technology utilization under the Quad framework of Japan, the United States, Australia, and India. Mr. Husic emphasized the significance of the agreement, stating that it will lead to faster dissemination of quantum technology in both Japan and Australia and across the Indo-Pacific region.