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Executive Summary: Which are the Top 10 Quantum AI Startups to Watch?
- Analog Physics (USA) – develops QAI, a reflexive symbolic AI platform powered by quantum-inspired processors.
- QpiAI (India) – offers hybrid AI and quantum platforms for enterprise-scale optimization, simulation, and predictive analytics.
- Scenario X (Switzerland) – enables real-time financial stress testing with its V.I.S.I.O.N. platform.
- Quantum Generative Materials (GenMat) (USA) – accelerates materials discovery by integrating quantum computing and machine learning to simulate atomic structures for energy, electronics, and manufacturing sectors.
- Ergo Quantum (Canada) – builds quantum-classical simulation tools and XAI models for materials science, pharma, and economics.
- Quantum Intelligence (South Korea) – streamlines drug discovery using its QUEST platform that applies quantum modeling to analyze molecular structure, ADME/Tox, and drug-target binding.
- Altransinnov (France) – improves infrastructure safety through quantum-inspired waveform sensing and AI-driven monitoring of pipelines and power grids for predictive fault detection.
- ICeNd (Netherlands) – advances quantum nanodevice development with its UNanoD platform. It supports innovations in quantum motion sensing and nanoscale material engineering.
- Quanmatic (Japan) – delivers quantum algorithm platforms like QANML and QLEANSER for data rectification, supply chain optimization, and semiconductor manufacturing efficiency.
- SECQAI (UK) – pioneers quantum large language models (QLLMs) to improve NLP performance and machine learning applications in sectors like finance, CFD, and healthcare.
Global Startup Heat Map highlights Emerging Quantum AI Startups to Watch
Through the Big Data & Artificial Intelligence (AI)-powered StartUs Insights Discovery Platform, covering over 7M+ startups, 20K+ technology trends plus 150M+ patents, news articles & market reports, we identified 140+ quantum AI startups.
The Global Startup Heat Map below highlights emerging quantum AI startups you should watch in 2026 as well as the geo-distribution of 140+ startups & scaleups we analyzed for this research.
According to our data, we observe high startup activity in Western Europe and the United States, followed by India.. The top 5 Startup Hubs for Quantum AI are London, San Francisco, Bangalore, New York City, and Singapore.
Discover 10 Quantum AI Startups to Watch in 2026
We hand-picked startups to showcase in this report by filtering for their technology, founding year, location, funding, and other metrics. The 10 quantum AI startups work on solutions ranging from quantum and AI-ready encryption and financial risk management to AI training datasets and quantum computing software.
1. Analog Physics
- Founding Year: 2024
- Location: Kalispell, MT, US
- Use For: Reflexive Symbolic AI
Analog Physics builds QAI, a reflexive symbolic AI platform for autonomous decision-making in mission-critical settings. It operates differently from neural networks by using clause-based reasoning in real time. QAI employs simulated Plutonium-241 atoms as 36-dimensional quantum processing units to increase information density compared to traditional qubits.
Moreover, the system supports zero-shot inferencing and handles open-world scenarios. It generates explainable results by resolving engrams to clauses in constant time. QAI produces deterministic conclusions. These outputs meet the needs of applications that prioritize logic, consistency, and transparency.
2. QpiAI
- Founding Year: 2019
- Location: Bangalore, India
- Use For: Solve Complex Problems Using AI and Quantum Computing
- Funding: Secured USD 6.5 million in pre-series A funding
QpiAI creates vertically integrated AI and quantum computing solutions to tackle challenging business and scientific problems across industries. Its products, such as QpiAI-Pro, QpiAI-Opt, and QpiAI-Quantum, enable businesses to develop and deploy AI models, optimize operations, and leverage quantum computing capabilities for enhanced decision-making and efficiency.
The platform optimizes processes, speeds up calculations, and improves decision-making in industries including manufacturing, logistics, finance, medical sciences, and materials by combining AI-driven intelligence modeling with quantum computing.
It offers hybrid quantum-classical systems that integrate into current high-performance computing environments and the QpiAI Gen-1 Quantum Computer, which is scalable up to 300 qubits. In addition, the platform offers features like predictive analytics, application-specific optimizations, and on-demand quantum resources through a secure cloud architecture.
3. Scenario X
- Founding Year: 2022
- Location: Geneva, Switzerland
- Use For: Perform Precise Stress Tests
Scenario X develops a financial risk management platform that integrates advanced scenario-based modeling with real-time data processing to optimize decision-making for financial institutions. The platform’s V.I.S.I.O.N. system offers dynamic capabilities for regulatory compliance and economic effect analysis.
It also performs stress testing across interconnected modules through the synthesis of various data sources. Further, its platform improves productivity and clarity with features including interactive dashboards, cloud-based real-time data management, and automated workflows.
4. Quantum Generative Materials (GenMat)
- Founding Year: 2021
- Location: Austin, Texas, USA
- Use For: Enhance Materials Engineering Workflows
Quantum Generative Materials (GenMat) develops high-quality AI training datasets and computational tools tailored for materials engineering and advanced manufacturing. The startup utilizes post-processing technologies, machine learning, and quantum computing to forecast atomic behaviors and optimize material combinations according to user-specified specifications.
Its solutions, such as molecular fingerprint implementations like the smooth overlap of atomic positions (SOAPs) and deep learning models, allow for correct simulations for the design of semiconductors, photocatalysts, and solar cells. Additionally, GenMat’s platform provides customers with useful insights to improve and expedite material production with high accuracy and faster speed.
5. Ergo Quantum
- Founding Year: 2021
- Location: Vancouver, Canada
- Use For: Quantum Simulation
Ergo Quantum creates quantum computing software to solve complex mathematical issues in fields including materials science, economics, and pharmaceuticals. Its platform improves modeling, simulation, and machine learning processes by combining classical computing with quantum and hybrid algorithms.
Further, the platform features explainable AI (XAI) for large-scale data analysis, quantum-powered optimization, and patented quantum chemistry engines that tackle difficulties in materials innovation and medicine development.
6. Quantum Intelligence
- Founding Year: 2020
- Location: Seoul, South Korea
- Use For: Identification and Optimization of Novel Drug Candidates
Quantum Intelligence develops AI-driven solutions for early-stage drug development, utilizing its platform QUEST. The platform streamlines lead identification and candidate optimization. It compares quantum structures and attributes to determine the most druggable compounds. The platform also analyzes the conformational space of millions of molecules using quantum mechanics, deep learning, and neural network models.
Its features include chemical structure alignment tools that forecast a variety of pharmacological attributes, including ADME/Tox, cardiotoxicity, and CYP induction, and Quantum Dock, which computes binding affinities with nanomolar accuracy. Additionally, QUEST‘s extensive library of unnatural amino acids and capacity to forecast permeability and solubility improve the creation of peptide drugs.
7. Altransinnov
- Founding Year: 2020
- Location: Grenoble, France
- Use For: Predictive Monitoring of Power Grids
Altransinnov utilizes sensing and signal processing technology to create continuous monitoring solutions for pipelines and power networks that improve system safety and dependability. The startup’s electromagnetic and auditory sensing units detect transient phenomena including faults, pre-fault indicators, and load signals, combined with creative antenna designs and AI-driven configuration modules.
It ensures accurate pattern identification by quantum-inspired waveform classification and exact location without GPS by its Translocator and RODECIN technologies. In addition, Altransinnov gives infrastructure operators and utilities the ability to minimize risks, maximize performance, and ensure uninterrupted operation across vital networks.
8. ICeNd
- Founding Year: 2021
- Location: Eindhoven, Netherlands
- Use For: Quantum Physics and Nanotechnology Advancements
ICeNd develops quantum nanodevices under its Universal Nano Devices (UNanoD) platform. It advances applications across industries through advancements in quantum physics and nanotechnology.
These devices enhance opportunities for motion-based technology by improving the accuracy, effectiveness, and scalability of nanoscale systems through the use of quantum mechanical concepts. Moreover, ICeNd enables academics and businesses to advance motion-based applications, opening new opportunities in quantum sensing and materials innovation.
9. Quanmatic
- Founding Year: 2022
- Location: Yamanashi, Japan
- Use For: Advanced Algorithmic Solutions
Quanmatic develops quantum computing algorithmic solutions to optimize complex business problems involving large-scale data and combinatorial constraints. Its products include QANML for general-purpose quantum-enhanced computations, QUATTER for data partitioning in optimization tasks, and QLEANSER for data analysis and rectification.
Additionally, QANML enables the integration of quantum technology into current systems by lowering variable complexity, accelerating convergence, and overcoming hardware limitations.
Further, Quanmatic teamed up with ROHM Semiconductor to optimize manufacturing processes with quantum technology, marking the first demonstration in a large-scale semiconductor plant.
10. SECQAI
- Founding Year: 2021
- Location: London, United Kingdom
- Use For: Natural Language Processing Applications
- Funding: Raised USD 300 000
SECQAI develops quantum large language models (QLLMs) to leverage quantum computation for enhanced language processing and advanced machine learning capabilities. Its patented quantum algorithms conduct large-scale tests to maximize LLM performance, which produces precise and expedited results in data-heavy tasks.
SECQAI’s quantum machine learning (QML) advancements assist advances in computational fluid dynamics and healthcare. Moreover, its integration of quantum kernel approaches delivers classification enhancements for sectors including financial services.
Discover All Emerging Quantum AI Startups
The 140+ quantum AI startups showcased in this report are only a small sample of all startups we identified through our data-driven startup scouting approach. Download our free Industry Innovation Reports for a broad overview of the industry, or get in touch for quick & exhaustive research on the latest technologies & emerging solutions that will impact your company in 2026!
