Why Quantum Street AI?
Data has never been this vast. Harnessing its power means being able to source it, organize it, and understand its meaning. At QuantumStreet AI, we identify market risks and opportunities by analyzing hundreds of signals across multiple sources and applying deep learning models through our proprietary platform. This approach yields better investment decisions.
To Find the Needle,
You Need the Haystack
Finding the best investment opportunities means accessing and analyzing datasets that are larger than most can handle. That’s why QuantumStreet AI applies deep learning models that continually assess hundreds of signals across 50,000 securities representing all major asset classes worldwide.
- Forecasts provide one- and three-month outlooks, each accompanied by a measurable confidence score.
- QS tracks and adjust to changing levels of influence across different metrics
- QS attributes a trust score to our data sources
- QS offers clear explanations for the forecasts so clients can easily understand the logic
Three Key Advantages
Built on a decade of real-world deployment, QuantumStreet AI combines adaptive intelligence, global data coverage, and transparent explainability to help institutions invest with confidence.

A Decade of AI Investing Leadership
Founded at UC Berkeley, QuantumStreet AI has been pioneering machine learning, deep learning, and knowledge-graph techniques in systematic investing since 2015. Supported by an early IBM innovation grant and ongoing collaboration with IBM, our continuously learning AI system has powered more than $7 billion in indexes and custom portfolios across five continents making us a global leader in AI-driven investment solutions.

Proven AI Leadership
Our models analyze hundreds of signals per security and draw from 700,000+ global data sources in 30 languages, combining structured, unstructured, macro, technical, sentiment, alternative, and clientspecific information. We pair this with institutional datasets such as S&P Capital IQ and Refinitiv, giving investors a holistic, adaptive view of the forces driving markets and regime shifts.

Proven AI Leadership
Our Glass-Box AI provides fiduciary-grade transparency through attribution and naturallanguage summaries that clearly explain the signals behind every forecast. Backed by leadership with experience at Goldman Sachs, Fidelity, NatWest Markets, Scientific Beta, and Intel, we deliver insights that portfolio managers, CIOs, risk teams, and compliance committees can validate, defend, and confidently act upon.
How We Are Different
Quantum Street AI offers smarter investing insights and a clear explanation of the specific factors underpinning the forecast. We also break down how much each factor contributes to our outlook. As a result, clients can make better investment decisions with higher confidence.
How Our Model Works
The model produces one-month and three-month forecasts each accompanied by a measurable confidence score. Our learning models then measure the forecast’s accuracy. The difference between the forecast and the actual price is the error rate. When the error rate is high, our system will retrain the model. During this process, the model reviews all features and signals and assesses whether applying different weights to different signals would have yielded a more accurate forecast. This process runs and learns continuously.
How We Keep
Bad Data Out
QuantumStreet AI keeps unreliable information out of the investment process through a proprietary trust framework. Every piece of unstructured data, including news, transcripts, social content, filings, and alternative data, is assigned a trust score based on credibility, historical accuracy, sentiment, frequency, and market impact. Similar to how a search engine works, credible sources are elevated while low-quality or misleading signals are filtered out. Combined with institutionalgrade data such as LSEG, S&P, and other trusted providers, this process ensures our forecasts are built on clean, trustworthy information.
How We Differ From
Traditional Quant Strategies
Adaptive to shifting factors vs. static factor exposures
Uses unstructured + structured data vs. numeric-only inputs
Explainable, interpretable forecasts vs. black-box or factoronly signals
Who We Serve
QuantumStreet AI supports investment teams across the global financial ecosystem with AI-powered tools to design and deploy custom indexes and portfolios, backed by adaptive intelligence and transparent insights that also strengthen existing strategies.
Asset Allocators
Institutional investors such as Pensions, Insurers or Endowments value not only the fiduciary-grade transparency that an AI-driven portfolio provides but also the ability to better predict market dynamics and enhance returns.
Investment Banks
With the QuantumStreet AI platform, investment banks can collaborate with us to design and launch custom AI-powered indexes supported by a fully transparent, explainable platform. Our multi-domain data, forecasts, and analytics give banks a stronger foundation to build differentiated products and deliver more meaningful, data-driven advice to clients.
Wealth Managers
Market complexity is accelerating, making it harder for wealth managers to stay ahead. QuantumStreet AI provides forecast-driven insights, confidence scores, and transparent explanations that enhance rather than replace the strategies advisors already run. This gives wealth managers a clearer, more adaptive foundation to improve portfolios with confidence.
Asset Managers
The explanations that underpin our insights and forecasts give asset managers better visibility into markets, enabling them to build, analyze, and rebalance portfolios. With the Quantum Street AI platform, research and modeling are fast and intuitive.
Who We Serve
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Asset Allocators
Since 2015, we’ve led the industry in AI-driven investing, with $7B+ deployed globally across indexes and custom portfolios.

Proven AI Leadership
Since 2015, we’ve led the industry in AI-driven investing, with $7B+ deployed globally across indexes and custom portfolios.

Proven AI Leadership
Since 2015, we’ve led the industry in AI-driven investing, with $7B+ deployed globally across indexes and custom portfolios.

Proven AI Leadership
Since 2015, we’ve led the industry in AI-driven investing, with $7B+ deployed globally across indexes and custom portfolios.

