These Will Be the Earliest Use Cases for Quantum Computers – Singularity Hub
Quantum computing is expected to revolutionize a broad swathe of industries. But as the technology edges closer to commercialization, what will the earliest use cases be?
Quantum computing is still a long way from going mainstream. The industry had some significant breakthroughs in 2021 though, not least IBMs unveiling of the first processor to cross the 100-qubit mark. But the technology is still experimental, and has yet to demonstrate its usefulness for solving real-world problems.
That milestone might not be so far off, though. Most quantum computing companies are aiming to produce fault-tolerant devices by 2030, which many see as the inflection point that will usher in the era of practical quantum computing.
Quantum computers will not be general-purpose machines, though. They will be able to solve some calculations that are completely intractable for current computers and dramatically speed up processing for others. But many of the things they excel at are niche problems, and they will not replace conventional computers for the vast majority of tasks.
That means the ability to benefit from this revolution will be highly uneven, which prompted analysts at McKinsey to investigate who the early winners could be in a new report. They identified the pharmaceutical, chemical, automotive, and financial industries as those with the most promising near-term use cases.
The authors take care to point out that making predictions about quantum computing is hard because many fundamental questions remain unanswered; for instance, the relative importance of the quantity and quality of qubits or whether there can be practical uses for early devices before they achieve fault tolerance.
Its also important to note that there are currently fewer than 100 quantum algorithms that exhibit a quantum speed-up, the extent of which can vary considerably. That means the first and foremost question for business leaders is whether a quantum solution even exists for their problem.
But for some industries the benefits look clearer than others. For drug makers, the technology holds the promise of streamlining the industrys long and incredibly expensive research and development process; the average drug takes 10 years and $2 billion to develop.
Quantum simulations could predict how proteins fold and tease out the properties of small molecules that could help produce new treatments. Once promising candidates have been found, quantum computers could also help optimize critical attributes like absorption and solubility.
Beyond research and development, quantum computers could also help companies optimize the clinical trials used to validate new drugs, for instance by helping identify and group participants or selecting trial sites.
Quantum simulation could also prove a powerful tool in the chemical industry, according to the report. Todays chemists use computer-aided design tools that rely on approximations of molecular behavior and properties, but enabling full quantum mechanical simulations of molecules will dramatically expand their capabilities.
This could cut out the many rounds of trial-and-error lab experiments normally required to develop new products, instead relying on simulations to do the heavy lifting, with limited lab-based validation to confirm the results.
Quantum computers could also help to optimize the formulations used in all kinds of productsfrom detergents to paintsby modeling the complex molecular-level processes that govern their action.
For both the pharmaceutical and chemical industries, its not just the design of new products that could be impacted. Quantum computers could also help improve their production processes by helping researchers better understand the reaction mechanisms used to create drugs and chemicals, design new catalysts, or fine-tune conditions to optimize yields.
In the automotive industry, the technology could significantly boost prototyping and testing capabilities. Better simulation of everything from aerodynamic properties to thermodynamic behavior will reduce the cost of prototyping and lead to better designs. It could even make virtual testing possible, reducing the number of test vehicles required.
As carmakers look for greener ways to fuel their vehicles, quantum simulations could also contribute to finding new materials and better designs for hydrogen fuel cells and batteries. But the biggest impact could be on the day-to-day logistics involved in running a major automotive company.
Supply chain disruptions cost the industry about $15 billion a year, but quantum computers could simulate and optimize the sprawling global networks companies rely on to significantly reduce these headaches. They could also help fine-tune assembly line schedules to reduce inefficiencies and even optimize the movements of multi-robot teams as they put cars together.
Quantum computings impact on the financial industry will take longer to be felt, according to the reports authors, but with the huge sums at stake its worth taking seriously. The technology could prove invaluable in modeling the behavior of large and complex portfolios to come up with better investment strategies. Similar approaches could also help optimize loan portfolios to reduce risk, which could allow lenders lower interest rates or free up capital.
How much of this comes to pass depends heavily on the future trajectory of quantum technology. Despite significant progress, there are still many unknowns, and plenty of scope for timelines to slip. Nonetheless, the potential of this new technology is starting to come into focus, and it seems that business leaders in those industries most susceptible to disruption would do well to start making plans.
Image Credit: Pete LinforthfromPixabay
See more here:
These Will Be the Earliest Use Cases for Quantum Computers - Singularity Hub
- Oak Ridge National Lab, Cleveland Clinic, and IBM Achieve First-Known Computations of Fusion Materials on a Quantum Computer - IBM Newsroom - July 7th, 2026 [July 7th, 2026]
- Oak Ridge National Lab, Cleveland Clinic, and IBM Achieve First-Known Computations of Fusion Materials on a Quantum Computer - PR Newswire - July 7th, 2026 [July 7th, 2026]
- Microsoft's claims over its quantum chip questioned in Nature article - BBC - June 26th, 2026 [June 26th, 2026]
- A new vision for quantum computing takes a big step forward, with new grant - YaleNews - June 26th, 2026 [June 26th, 2026]
- Uncertain quantum future presents existential threat to US military missions, DOD warns - DefenseScoop - June 26th, 2026 [June 26th, 2026]
- University of Maryland Grant Targets Quantum and AI Tools for Cancer Research - The Quantum Insider - June 26th, 2026 [June 26th, 2026]
- A Quantum Leap: The Technology Trying to Reinvent the Computer - marketscreener.com - June 26th, 2026 [June 26th, 2026]
- Meeting Trump's 2030 Quantum Deadline Will be Expensive, Complex - Dark Reading - June 26th, 2026 [June 26th, 2026]
- Trump Executive Orders Home in on Useful Quantum Computing - govtech.com - June 26th, 2026 [June 26th, 2026]
- Will operationalized quantum computing hit the public soon? - IT Brew - June 26th, 2026 [June 26th, 2026]
- Pentagon Sets Hard 2031 Deadline for Quantum-Resistant Encryption, Names Nuclear Command at Risk - Tech Times - June 26th, 2026 [June 26th, 2026]
- New R Street Study Warns U.S. Critical Infrastructure Is Running Out of Time to Prepare for Quantum Threats - R Street Institute - June 26th, 2026 [June 26th, 2026]
- The U.S. Government Is Betting Billions on Quantum Computing. These 3 Stocks Are the Biggest Winners. - The Motley Fool - June 26th, 2026 [June 26th, 2026]
- Quantum Computing Stocks IonQ, Rigetti Computing, and D-Wave Quantum Sent Shockwaves Through Wall Street With This $857 Million Warning - Yahoo... - June 26th, 2026 [June 26th, 2026]
- Trump Wants to Aggressively Fast Track Quantum Computing Projects - Yahoo Finance - June 26th, 2026 [June 26th, 2026]
- Trumps Orders Intended to Advance US Quantum Computing Industry - The Well News - June 26th, 2026 [June 26th, 2026]
- Quantum Computing Stocks IonQ, Rigetti Computing, and D-Wave Quantum Sent Shockwaves Through Wall Street With This $857 Million Warning - The Motley... - June 26th, 2026 [June 26th, 2026]
- The PQC Silicon Is Here Today for Tomorrows Quantum Threats - EE Times - June 26th, 2026 [June 26th, 2026]
- Texas A&M Supercomputer Named Most Powerful Among US Universities - HPCwire - June 26th, 2026 [June 26th, 2026]
- Executive orders lift Colorados quantum stocks and aspirations - Colorado Public Radio - June 24th, 2026 [June 24th, 2026]
- A new quantum computer sets a high watermark for accuracy are we on the verge of a big breakthrough? - The Conversation - June 24th, 2026 [June 24th, 2026]
- Bull and Alice & Bob Partner up to Bring Quantum Computers into HPC - The Quantum Insider - June 24th, 2026 [June 24th, 2026]
- Why Investors Are Finally Separating Quantum Computing Winners From Losers - 24/7 Wall St. - June 24th, 2026 [June 24th, 2026]
- With major conference in town, Mass. seeks to boost quantum computing efforts - The Boston Globe - June 24th, 2026 [June 24th, 2026]
- Quantum Computing Is Finally Here. But What Is It? - Bloomberg.com - June 24th, 2026 [June 24th, 2026]
- Trump signs executive orders to 'supercharge' quantum computing - ABC News - Breaking News, Latest News and Videos - June 24th, 2026 [June 24th, 2026]
- Trump Fast-Tracks Quantum Computing With New Executive Orders - Barron's - June 24th, 2026 [June 24th, 2026]
- Quantum computer furthers healthcare research at Cleveland Clinic - Spectrum News - June 24th, 2026 [June 24th, 2026]
- Chicago Missed the Tech Boom. Quantum Computing Gives It a Second Chance. - WSJ - June 24th, 2026 [June 24th, 2026]
- Quantum computing is often seen as a risk to bitcoin. Now Trump wants to develop it. - CoinDesk - June 24th, 2026 [June 24th, 2026]
- Trump Seeks to Boost Quantum Computing With New Executive Orders - WSJ - June 24th, 2026 [June 24th, 2026]
- The Mathematical Tools Trailblazing the Quantum Future - Simons Foundation - June 24th, 2026 [June 24th, 2026]
- D-Wave Quantum: Trumps Orders Make This Speculative Buy Worth Watching (NYSE:QBTS) - Seeking Alpha - June 24th, 2026 [June 24th, 2026]
- Executive orders seek to hasten quantum computingand guard against its use - Defense One - June 24th, 2026 [June 24th, 2026]
- Physicist reacts to Trump executive order calling for a quantum computer - NBC News - June 24th, 2026 [June 24th, 2026]
- 3 Quantum Computing Stocks With More Upside Than SpaceX - Yahoo Finance - June 24th, 2026 [June 24th, 2026]
- Quantum Computing Stocks Mixed Amid Trump Executive Orders, 2028 Target - Investor's Business Daily - June 24th, 2026 [June 24th, 2026]
- The US government wants a working quantum computer by 2028 and quantum-resistant encryption by 2031 - TechSpot - June 24th, 2026 [June 24th, 2026]
- Donald Trump Signs Quantum Computing Orders What Could It Mean for Bitcoin and XRP? - Yahoo Finance - June 24th, 2026 [June 24th, 2026]
- QuantWare and Maybell Partner to Maximize Compute-Per-Watt Performance of VIO-40K systems - The Quantum Insider - June 24th, 2026 [June 24th, 2026]
- Quantum computing is finally here. But what is it? - BusinessWorld Online - June 24th, 2026 [June 24th, 2026]
- White House Looks to Speed Up Transition to Quantum Computing with Pair of Executive Orders - PYMNTS.com - June 24th, 2026 [June 24th, 2026]
- The post-quantum EO is an important milestone. Now its time to get to work - The Cloudflare Blog - June 24th, 2026 [June 24th, 2026]
- Quantum Motion and NVIDIA Simplify Molecular Modeling on Quantum Computers - ForkLog - June 24th, 2026 [June 24th, 2026]
- The Path to Quantum Advantage Is Built on Readiness, Not Hype, IBM Report Suggests - The Quantum Insider - June 22nd, 2026 [June 22nd, 2026]
- Is the Dogecoin Burn Address Really Safe from Quantum Threat? - Cryptonews.net - June 22nd, 2026 [June 22nd, 2026]
- GCS highlights exascale, AI factories and hybrid computing at ISC 2026 - Scientific Computing World - June 22nd, 2026 [June 22nd, 2026]
- Amazon Says Commercially Useful Quantum Computers Are Moving Closer To Becoming a Reality - International Business Times - June 22nd, 2026 [June 22nd, 2026]
- QBTS vs. RGTI vs. IONQ: Which Quantum Computing Stock Could Deliver the Biggest Returns? - TipRanks - June 19th, 2026 [June 19th, 2026]
- Xanadu Quantum vs. IonQ: The Better Quantum Computing Stock Buy for 2026 - Yahoo Finance - June 19th, 2026 [June 19th, 2026]
- AMD Advances the Hybrid Future of Quantum Computing - AMD - June 19th, 2026 [June 19th, 2026]
- Algorand Wants to Be Quantum-Proof by 2027, Three Years Before the NSA - International Business Times - June 19th, 2026 [June 19th, 2026]
- Sooner than expected? Useful quantum error correction promised for 2028. - Ars Technica - June 19th, 2026 [June 19th, 2026]
- QuEra targets fault-tolerant quantum computing with new Libra system and expanded AWS partnership - New Electronics - June 19th, 2026 [June 19th, 2026]
- Atom Computing and Nu Quantum Partner to Scale Neutral Atom Quantum Computers - The Quantum Insider - June 19th, 2026 [June 19th, 2026]
- Quantum hyperdimensional computing can work 500 times faster than other methods - Phys.org - June 19th, 2026 [June 19th, 2026]
- Algorand Plans to Be Ready for Quantum Computing Threat by End of 2027 - Decrypt - June 19th, 2026 [June 19th, 2026]
- New Industry Study Finds Quantum Computing Has Entered a Capability Era, With Early Movers Building an Advantage Later Entrants Will Struggle to Close... - June 19th, 2026 [June 19th, 2026]
- Prediction: This Quantum Computing Stock Is Going to Plummet in the Second Half of 2026 - Yahoo Finance - June 19th, 2026 [June 19th, 2026]
- Cleveland Clinic & IBM Forum Charts AI And Quantum Impact On Detection - Quantum Zeitgeist - June 19th, 2026 [June 19th, 2026]
- Diraq Expands U.S. Presence with Palo Alto Office - The Quantum Insider - June 19th, 2026 [June 19th, 2026]
- Xanadu Quantum vs. IonQ: The Better Quantum Computing Stock Buy for 2026 - The Motley Fool - June 19th, 2026 [June 19th, 2026]
- Almost every encrypted secret being protected today banking records, classified government cables is expected to become readable within the next... - June 19th, 2026 [June 19th, 2026]
- This AI Learned the Laws of Physics and Could Accelerate Quantum Computing Breakthroughs - SciTechDaily - June 19th, 2026 [June 19th, 2026]
- Helios quantum computer tops 99.9% fidelity rates for one- and two-qubit operations - Phys.org - June 19th, 2026 [June 19th, 2026]
- This Beaten-Down Quantum Stock Is Gaining Fans. Theyre Starting to Figure It Out. - Barron's - June 16th, 2026 [June 16th, 2026]
- Are useful and error-free quantum computers only two years away? - New Scientist - June 16th, 2026 [June 16th, 2026]
- Quantum Pulse Ventures Expanded Photonic Infrastructure Platform Boosts Optical Connectivity Via Scalable, Low Loss Integrated Optical Applications -... - June 16th, 2026 [June 16th, 2026]
- Quobly secures 115M to advance silicon-based quantum computers - Evertiq - June 16th, 2026 [June 16th, 2026]
- The U.S. government is betting $2 Billion on quantum computing, and the defense side can't keep up - CoinDesk - June 16th, 2026 [June 16th, 2026]
- IonQ, Rigetti, and D-Wave Are Surging Again. Is Quantum Computing Finally Real? - The Motley Fool - June 16th, 2026 [June 16th, 2026]
- Quantum Threat to Crypto Is Not Here Yet, but Coinbase Advisory Board Says the Time to Prepare Is Now - The Quantum Insider - June 16th, 2026 [June 16th, 2026]
- Researchers Develop Theory for Improved Quantum Error Correction with Non-Isometric Codes - Quantum Zeitgeist - June 16th, 2026 [June 16th, 2026]
- 5 Best Computer Hardware Stocks to Buy for the Next 5 Years - Insider Monkey - June 16th, 2026 [June 16th, 2026]
- QuEra Announces 2028 Fault-Tolerant Quantum Computer and Expanded Multi-Year Strategic Collaboration with AWS - The Quantum Insider - June 16th, 2026 [June 16th, 2026]
- QuEra Announces 2028 Fault-Tolerant Quantum Computer and Expanded Multi-Year Strategic Collaboration with AWS - PR Newswire - June 16th, 2026 [June 16th, 2026]
- IQM Quantum Computer Goes Live at Supercomputing Center CINECA in Italy, Boosting National Compute Infrastructure and Research - Yahoo Finance - June 16th, 2026 [June 16th, 2026]
- Quera Announces 2028 Fault-Tolerant Quantum Computer And Expanded Multi-Year Strategic Collaboration With AWS - TradingView - June 16th, 2026 [June 16th, 2026]
- Quantum Computing Looks Like Nvidia in 2019. This Could Be the Generational Buy of the Decade. - Barchart.com - June 12th, 2026 [June 12th, 2026]
- AI helps reveal large-scale quantum effects hidden in stacked atomic sheets - Phys.org - June 12th, 2026 [June 12th, 2026]