By Steve Suarez
What if the biggest risk to your institution’s future isn’t AI, regulation, or cybersecurity—but a lack of quantum readiness?
This first-of-its-kind tool gives financial leaders a standardized, data-driven way to measure quantum progress—across their own institutions and their peers. It transforms vague interest into strategic clarity. Learn more at thequantumindex.com.
The Strategic Imperative Behind a Quantum Index
Unlike past technological shifts, quantum computing requires a complete rethink of how we invest, hire, and innovate. You’re not just upgrading systems—you’re building an entirely new capability stack:
- Specialized talent
- Quantum-specific intellectual property
- New research pipelines
- Strategic partnerships and ecosystems
But until now, there’s been no standardized benchmark for progress. The Quantum Index solves that. It gives organizations the ability to assess current capabilities, identify gaps, and accelerate forward—all grounded in objective data.

How the Quantum Index Works
We assess organizations across five core dimensions of quantum maturity, each drawn from verifiable, trusted sources:
1. Quantum Team Size
The number of professionals actively working on quantum initiatives.
2. Quantum Patents
Depth and breadth of protected innovations in the quantum field.
3. Quantum Research Output
Volume and impact of scientific publications, measured with the h-index.
4. Quantum Partnerships
Strategic collaborations that show ecosystem strength and co-development potential.
5. Quantum Use Cases
Exploration of proof of concepts and experiments that lead to use cases for quantum technologies.
Our methodology draws from public sources, global patent databases, and proprietary insights from The Quantum Insider to ensure consistency and credibility.
Why Finance Should Be Paying Attention
Financial services represent a sector where the potential impact of quantum computing is especially relevant. While most applications remain in the research and early testing phases, several high-value areas are already being explored:
- Risk modeling – Enhancing simulations for more accurate scenario analysis
- Portfolio optimization – Tackling complex allocation problems with greater computational depth
- Fraud detection – Exploring new techniques for anomaly and pattern recognition
- High-frequency trading – Investigating how quantum methods might refine algorithmic performance
These applications are still developing, but their alignment with finance’s data- and compute-intensive challenges makes the sector a natural early adopter. Institutions investing in quantum exploration today are positioning themselves to better understand—and potentially shape—the trajectory of this emerging capability.
Leaders in Financial Quantum Adoption
JPMorgan Chase
A pioneer in quantum research, JPMorgan has developed custom quantum algorithms and built deep partnerships with startups like QC Ware. Their focus on risk modeling and optimization signals clear leadership in use case development.
HSBC
With a growing patent portfolio and multiple collaborations with quantum tech firms, HSBC is aligning its quantum investments with core financial priorities like fraud prevention and portfolio analytics. As a global bank, they understand quantum’s implications for both cybersecurity and customer trust.
Goldman Sachs
One of the earliest institutions to publish influential quantum finance papers, Goldman has heavily invested in modeling tools and simulation methods. Their work is shaping how capital markets may be priced and structured in a post-quantum era.
Each of these firms reflects a unique balance of team size, research output, and use case identification—and each one is setting the pace for others to follow.

What Comes Next
The Quantum Index is more than a scorecard—it’s a strategic framework. It helps institutions:
- Benchmark progress
- Build internal alignment
- Justify investment
- Stay competitive
As the technology matures, so will the Index—continuously evolving to reflect new metrics, domains, and breakthroughs.

Final Word: The Quantum Advantage Starts Now
In a world where milliseconds matter and data fuels decisions, quantum readiness isn’t just a tech trend—it’s a strategic differentiator.
The firms that act early, invest intentionally, and measure consistently will define the future of finance. Those that wait? They’ll be watching from the sidelines.
Explore the full methodology and rankings at thequantumindex.com.
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