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Rebellion Research

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uuid0009i3e

Namestring
Rebellion Research
Legal namestring
Rebellion Research Advisors, L.P.
Company typeenum
Private
Founded yearint
2003
Descriptiontext

Rebellion Research is a New York-based, SEC-registered investment adviser (Rebellion Research Advisors, L.P.) founded in 2003 by Alexander Fleiss and Spencer Greenberg as a machine learning think tank applied to global asset management. The firm operates an AI-driven investment platform that uses proprietary deep reinforcement learning and Bayesian reinforcement learning models to monitor hundreds of economic factors across more than 50 countries and manage long-hor equity and cash-equivalent portfolios. Its product surface comprises three integrated modules — AI Investing (managed portfolios), AI Stock Advising (single-security recommendations), and AI Financial Planning — supplemented by Rebellion TV educational content and proprietary college and high school ranking indices. The firm distributes AI-managed separately managed accounts through Interactive Brokers, enabling account opening in over 70 countries with individual investor minimums of $25,000 to $50,000 and a 1% management fee.

The business model is a recurring 1% management fee on client AUM, paired with an enterprise/go-to-market motion that combines direct-to-consumer onboarding through the Interactive Brokers partnership, content marketing, social media, an Apple App Store application, and a network of academic partnerships with Cornell, Fordham, Columbia, MIT, and UC Berkeley that double as brand-building channels and talent pipelines. The firm claims 18+ years of live machine learning investment performance and 14 consecutive years of S&P 500 outperformance as its primary quantifiable outcome. It is privately held, has no disclosed outside funding, no M&A history, and operates with 11-50 employees from its New York headquarters.

The go-to-market is therefore hybrid: a digital direct-to-consumer channel for individual investors globally, layered with a sales-led presence through sponsored academic conferences, university relationships, and an extensive advisory board (including a Goldman Sachs Partner, a former US Treasury Deputy Secretary, former senior executives from IBM, Google, JPMorgan, and Bankers Trust). Distribution is structurally dependent on Interactive Brokers, while brand credibility is anchored in extensive press coverage in the Wall Street Journal, New York Times, MIT Technology Review, Wired, Bloomberg, and Institutional Investor.

Short descriptiontext

Rebellion Research is a New York-based, SEC-registered investment adviser founded in 2003 that uses proprietary deep reinforcement learning and Bayesian reinforcement learning models to manage AI-driven portfolios and offer stock advising and financial planning for individual investors globally via Interactive Brokers.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
11–50
akta.pro rankint
HeadquartersNew York, United States
HQ citystring
New York
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices1 record

Each record includes

City, Country, Type, Description, Source

Keyword5 values
AI investment management, machine learning portfolio, hedge fund strategies, robo advisory services, asset management
Industry3 codes
PRIMARYFSAEAAAK
Digital/Robo Financial Planning
SECONDARYFSACAGAF
Quant Research & Systematic Strategies
Financial & Insurance/Capital Markets & Securities/Securities Research & Analytics
SECONDARYFSAAAAAO
Investor Education, Research & Portfolio Analytics Services (Retail)
Financial & Insurance/Asset & Wealth Management/Retail & Mass-Affluent Wealth Management
NAICS code1 code
  • Portfolio Management and Investment Advice523940
SIC code1 code
  • Investment Advice6282
Product category
AI Investment Management
GTM motion2 records

Each record includes

Type, Description, Source

Revenue model1 record
1Management Fees / Commission
TypeSubscription Recurring
Description

Rebellion Research charges a 1% commission rate for managing investment portfolios. This is a recurring revenue stream based on assets under management.

rebellionresearch.com
Marketing channels7 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels1 record

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components5 values
Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure
Pricing details2 tiers
1Standard Management Fee
ModelSubscriptionBilling cadenceAnnual
Notes

1% commission rate - described as industry low

rebellionresearch.com
2Individual Investor Accounts
ModelSubscriptionBilling cadenceAnnual
Notes

Accounts start at $25,000 to $50,000 minimum

rebellionresearch.com
GTM typeB2C
B2C
Offering typeServices
Services
Core offering1 text field

Rebellion Research provides AI-managed investment portfolios through its proprietary AI Investing Platform, which uses deep reinforcement learning and Bayesian machine learning algorithms to analyze global economic factors from over 50 countries and make automated portfolio decisions. The platform is distributed via Interactive Brokers brokerage accounts accessible to individual investors with $25,000 to $50,000 minimums across 70+ countries, charging a 1% management fee. The firm has purportedly outperformed the S&P 500 for 14 consecutive years using this approach.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 3 values shown
  • Outperformed S&P 500 for 14 consecutive years
+2 more records
Product overview1 text field

Rebellion Research operates as a global machine learning think tank and AI financial advisor offering a unified AI Investing Platform as its core product. The platform consists of three integrated modules: AI Investing (core portfolio management), AI Stock Advising, and AI Financial Planning, all powered by proprietary Bayesian reinforcement learning models that continuously adapt to market conditions. The firm also offers supplementary services including Rebellion TV (educational content) and University & High School Rankings (research indices). The platform monitors hundreds of economic factors from over 50 countries and has achieved 14 years of outperformance against the S&P 500.

Product and service3 records
1AI Investing Platform
CategoryAI Investment Management
Description

Flagship AI-driven investment management platform that uses proprietary machine learning algorithms to make global economic assessments and portfolio decisions. Has outperformed the S&P 500 for 14 consecutive years and is available to individual investors with $25,000-$50,000 minimums through Interactive Brokers in 70+ countries.

2AI Stock Advising
CategoryAI Investment Advisory
Description

AI-powered stock selection and advisory service that provides investors with machine learning-driven recommendations for individual securities.

3AI Financial Planning
CategoryAI Financial Planning
Description

Comprehensive AI-driven financial planning service that tailors investment strategies to individual investor goals and risk profiles.

Scale indicator6 records

Each record includes

Type, Value, Description, Source

Partnership7 partners
Strategic tierCoreTypeTechnology or Integration
Description

Through partnerships with Interactive Brokers, Rebellion Research offers AI-managed separately managed brokerage accounts online. This partnership makes machine learning-driven portfolio management accessible to investors without massive minimum requirements, enabling institutional-style portfolio management through brokerage infrastructure providers.

Strategic tierCoreTypeStrategic or Co-development Partner
Description

Cornell Financial Engineering Manhattan partners with Rebellion Research for annual Future of Finance & AI conferences, including events in 2023, 2024, 2025, and 2026.

Strategic tierCoreTypeStrategic or Co-development Partner
Description

Rebellion Research partners with Fordham University's Quantitative Conference (QuantVision) for annual events in 2024, 2025, and 2026.

Strategic tierCoreTypeStrategic or Co-development Partner
Description

Partnership with Columbia Mathematics of Finance (MAFN) program for Future of Portfolio Management conferences and memorial conferences.

Strategic tierMinorTypeStrategic or Co-development Partner
Description

Rebellion Research participates in UC Berkeley's Financial Innovation Conference.

6MIT
Strategic tierMinorTypeStrategic or Co-development Partner
Description

Rebellion Research participates in MIT's Quant AI Conference.

rebellionresearch.com
Strategic tierCoreTypeStrategic or Co-development Partner
Description

Rebellion Research has partnerships with over half a dozen universities, with academic advisors and team members from institutions including Columbia University, Yale University, Fordham University, and Amherst College.

Recent move1 record

Each record includes

Date, Type, Title, Description, Source

Expansion highlight5 records

Each record includes

Type, Description

Peers10 records
TypeDirect peer
Description

Direct-to-consumer digital wealth management platform offering automated, algorithm-driven portfolio management for individual investors. Directly comparable to Rebellion Research on robo-advisory delivery model, target customer (mass-affluent retail), and low-minimum accessible accounts.

TypeDirect peer
Description

One of the original robo-advisors providing algorithm-driven portfolio management, tax-loss harvesting, and financial planning to retail investors. Comparable to Rebellion Research on automated portfolio management, retail focus, and subscription-style fee model.

TypeBroad incumbent
Description

Charles Schwab's automated investing platform offering algorithm-driven portfolio construction to mass-affluent retail clients. Broad incumbent offering automated portfolio management as part of a much larger brokerage and asset management franchise.

TypeBroad incumbent
Description

Vanguard's automated and hybrid advisory services offering algorithm-driven portfolio management at low fees to a broad retail base. Comparable on automated wealth management and low-fee positioning, though backed by a far larger asset management incumbent.

TypeBroad incumbent
Description

Large quantitative investment firm applying systematic, ML-driven strategies across global markets. Comparable to Rebellion Research on machine learning investment approach and systematic strategies, though at significantly larger scale and broader strategy mix.

TypeBroad incumbent
Description

Pioneer in quantitative systematic trading using statistical and ML-based models. Comparable on quant-driven systematic investing using proprietary mathematical models, though far larger and more secretive.

TypeEmerging player
Description

Digital wealth management and portfolio analytics platform serving retail investors and financial advisors. Comparable on automated portfolio management and analytics for retail, though positioned more as an advisor technology platform.

TypeDirect peer
Description

Hybrid robo-advisor and financial planning platform combining automated portfolio management with human advisory for mass-affluent investors. Comparable on AI/digital portfolio management and financial planning offerings.

TypeBroad incumbent
Description

Largest hedge fund employing systematic, research-driven global macro and investment strategies. Comparable on systematic global investment approach with broad economic factor monitoring, though at vastly larger AUM scale.

TypeOthers
Description

AI and machine learning analytics provider for financial markets and investment workflows. Adjacent peer providing ML-driven market analytics and NLP tools that complement the type of AI investment infrastructure Rebellion Research builds in-house.

Market position
Strengths4 records

Each record includes

Headline, Details, Source

Weaknesses4 records

Each record includes

Headline, Details, Source

Competitive moat4 records

Each record includes

Type, Details

Key risks5 records

Each record includes

Headline, Details, Source

Key highlights6 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers1 record

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment2 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile2 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
No

Docs URL, Description

AI capability6 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature3 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles23 records

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
No data
Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Rebellion Research

AI Investment Managementrebellionresearch.com

Rebellion Research is a New York-based, SEC-registered investment adviser founded in 2003 that uses proprietary deep reinforcement learning and Bayesian reinforcement learning models to manage AI-driven portfolios and offer stock advising and financial planning for individual investors globally via Interactive Brokers.

What Rebellion Research does

Rebellion Research is a New York-based, SEC-registered investment adviser (Rebellion Research Advisors, L.P.) founded in 2003 by Alexander Fleiss and Spencer Greenberg as a machine learning think tank applied to global asset management. The firm operates an AI-driven investment platform that uses proprietary deep reinforcement learning and Bayesian reinforcement learning models to monitor hundreds of economic factors across more than 50 countries and manage long-hor equity and cash-equivalent portfolios. Its product surface comprises three integrated modules — AI Investing (managed portfolios), AI Stock Advising (single-security recommendations), and AI Financial Planning — supplemented by Rebellion TV educational content and proprietary college and high school ranking indices. The firm distributes AI-managed separately managed accounts through Interactive Brokers, enabling account opening in over 70 countries with individual investor minimums of $25,000 to $50,000 and a 1% management fee.

The business model is a recurring 1% management fee on client AUM, paired with an enterprise/go-to-market motion that combines direct-to-consumer onboarding through the Interactive Brokers partnership, content marketing, social media, an Apple App Store application, and a network of academic partnerships with Cornell, Fordham, Columbia, MIT, and UC Berkeley that double as brand-building channels and talent pipelines. The firm claims 18+ years of live machine learning investment performance and 14 consecutive years of S&P 500 outperformance as its primary quantifiable outcome. It is privately held, has no disclosed outside funding, no M&A history, and operates with 11-50 employees from its New York headquarters.

The go-to-market is therefore hybrid: a digital direct-to-consumer channel for individual investors globally, layered with a sales-led presence through sponsored academic conferences, university relationships, and an extensive advisory board (including a Goldman Sachs Partner, a former US Treasury Deputy Secretary, former senior executives from IBM, Google, JPMorgan, and Bankers Trust). Distribution is structurally dependent on Interactive Brokers, while brand credibility is anchored in extensive press coverage in the Wall Street Journal, New York Times, MIT Technology Review, Wired, Bloomberg, and Institutional Investor.

Rebellion Research firmographics

Firmographics
Name
Rebellion Research
Legal name
Rebellion Research Advisors, L.P.
Website
https://rebellionresearch.com
Company type
Private
Founded year
2003
Operating status
Operating
Headcount range
11–50 employees
Short description
Rebellion Research is a New York-based, SEC-registered investment adviser founded in 2003 that uses proprietary deep reinforcement learning and Bayesian reinforcement learning models to manage AI-driven portfolios and offer stock advising and financial planning for individual investors globally via Interactive Brokers.
Ownership category
akta.pro rank

Rebellion Research industry classification

Industry
Product category
AI Investment Management
NAICS
Portfolio Management and Investment Advice (523940)
SIC
Investment Advice (6282)
akta.pro industry
PRIMARYFSAEAAAK
Digital/Robo Financial Planning
SECONDARYFSACAGAF
Quant Research & Systematic Strategies
Financial & Insurance/Capital Markets & Securities/Securities Research & Analytics
SECONDARYFSAAAAAO
Investor Education, Research & Portfolio Analytics Services (Retail)
Financial & Insurance/Asset & Wealth Management/Retail & Mass-Affluent Wealth Management

Keywords

  • AI investment management
  • Machine learning portfolio
  • Hedge fund strategies
  • Robo advisory services
  • Asset management

Where Rebellion Research is headquartered

Location

Headquarters

HQ city
New York
HQ country
United States
HQ region
North America

Offices1 record

Markets served

Rebellion Research business model

Business model
GTM type
B2C
Offering type
Services
Cost components
Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure

Revenue model

  1. Management Fees / Commission: Rebellion Research charges a 1% commission rate for managing investment portfolios. This is a recurring revenue stream based on assets under management.

Pricing tiers

ModelBillingPrice
SubscriptionAnnualStandard Management Fee
SubscriptionAnnualIndividual Investor Accounts

Go-to-market motion2 records

Distribution channels1 record

Marketing channels7 records

Rebellion Research product offering

Product offering

Core offering

Rebellion Research provides AI-managed investment portfolios through its proprietary AI Investing Platform, which uses deep reinforcement learning and Bayesian machine learning algorithms to analyze global economic factors from over 50 countries and make automated portfolio decisions. The platform is distributed via Interactive Brokers brokerage accounts accessible to individual investors with $25,000 to $50,000 minimums across 70+ countries, charging a 1% management fee. The firm has purportedly outperformed the S&P 500 for 14 consecutive years using this approach.

Product overview

Rebellion Research operates as a global machine learning think tank and AI financial advisor offering a unified AI Investing Platform as its core product. The platform consists of three integrated modules: AI Investing (core portfolio management), AI Stock Advising, and AI Financial Planning, all powered by proprietary Bayesian reinforcement learning models that continuously adapt to market conditions. The firm also offers supplementary services including Rebellion TV (educational content) and University & High School Rankings (research indices). The platform monitors hundreds of economic factors from over 50 countries and has achieved 14 years of outperformance against the S&P 500.

Differentiator

Problem solved

Functional benefit

Products and services

  • AI Investing Platform Flagship AI-driven investment management platform that uses proprietary machine learning algorithms to make global economic assessments and portfolio decisions. Has outperformed the S&P 500 for 14 consecutive years and is available to individual investors with $25,000-$50,000 minimums through Interactive Brokers in 70+ countries.
  • AI Stock Advising AI-powered stock selection and advisory service that provides investors with machine learning-driven recommendations for individual securities.
  • AI Financial Planning Comprehensive AI-driven financial planning service that tailors investment strategies to individual investor goals and risk profiles.

Quantifiable outcome

  • Outperformed S&P 500 for 14 consecutive years
  • +2 more outcomes

Companies that use Rebellion Research

Customer profile

Named customers1 record

Segments2 records

Ideal customer profiles2 records

Rebellion Research technology and API

Technology

Technology focussed Yes

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

AI capability6 records

Feature3 records

Rebellion Research partnerships and signals

Strategic signal

Partnerships

Seven partnerships are on record, tiered core and minor.

  • Interactive BrokerscoreTechnology or IntegrationThrough partnerships with Interactive Brokers, Rebellion Research offers AI-managed separately managed brokerage accounts online. This partnership makes machine learning-driven portfolio management accessible to investors without massive minimum requirements, enabling institutional-style portfolio management through brokerage infrastructure providers.
  • Cornell Financial Engineering ManhattancoreStrategic or Co-development PartnerCornell Financial Engineering Manhattan partners with Rebellion Research for annual Future of Finance & AI conferences, including events in 2023, 2024, 2025, and 2026.
  • Fordham University QuantVisioncoreStrategic or Co-development PartnerRebellion Research partners with Fordham University's Quantitative Conference (QuantVision) for annual events in 2024, 2025, and 2026.
  • Columbia University MAFNcoreStrategic or Co-development PartnerPartnership with Columbia Mathematics of Finance (MAFN) program for Future of Portfolio Management conferences and memorial conferences.
  • UC BerkeleyminorStrategic or Co-development PartnerRebellion Research participates in UC Berkeley's Financial Innovation Conference.
  • MITminorStrategic or Co-development PartnerRebellion Research participates in MIT's Quant AI Conference.
  • Various UniversitiescoreStrategic or Co-development PartnerRebellion Research has partnerships with over half a dozen universities, with academic advisors and team members from institutions including Columbia University, Yale University, Fordham University, and Amherst College.

Scale indicators6 records

Recent moves1 record

Expansion highlights5 records

Rebellion Research competitors and assessment

Company assessment

Direct peers

  • Wealthfront: Direct-to-consumer digital wealth management platform offering automated, algorithm-driven portfolio management for individual investors. Directly comparable to Rebellion Research on robo-advisory delivery model, target customer (mass-affluent retail), and low-minimum accessible accounts.
  • Betterment: One of the original robo-advisors providing algorithm-driven portfolio management, tax-loss harvesting, and financial planning to retail investors. Comparable to Rebellion Research on automated portfolio management, retail focus, and subscription-style fee model.
  • Empower Personal Dashboard (formerly Personal Capital): Hybrid robo-advisor and financial planning platform combining automated portfolio management with human advisory for mass-affluent investors. Comparable on AI/digital portfolio management and financial planning offerings.

Broad incumbents

  • Schwab Intelligent Portfolios: Charles Schwab's automated investing platform offering algorithm-driven portfolio construction to mass-affluent retail clients. Broad incumbent offering automated portfolio management as part of a much larger brokerage and asset management franchise.
  • Vanguard Digital Advisor / Personal Advisor: Vanguard's automated and hybrid advisory services offering algorithm-driven portfolio management at low fees to a broad retail base. Comparable on automated wealth management and low-fee positioning, though backed by a far larger asset management incumbent.
  • Two Sigma: Large quantitative investment firm applying systematic, ML-driven strategies across global markets. Comparable to Rebellion Research on machine learning investment approach and systematic strategies, though at significantly larger scale and broader strategy mix.
  • Renaissance Technologies: Pioneer in quantitative systematic trading using statistical and ML-based models. Comparable on quant-driven systematic investing using proprietary mathematical models, though far larger and more secretive.
  • Bridgewater Associates: Largest hedge fund employing systematic, research-driven global macro and investment strategies. Comparable on systematic global investment approach with broad economic factor monitoring, though at vastly larger AUM scale.

Emerging players

  • SigFig: Digital wealth management and portfolio analytics platform serving retail investors and financial advisors. Comparable on automated portfolio management and analytics for retail, though positioned more as an advisor technology platform.

Others

  • Kensho (S&P Global): AI and machine learning analytics provider for financial markets and investment workflows. Adjacent peer providing ML-driven market analytics and NLP tools that complement the type of AI investment infrastructure Rebellion Research builds in-house.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat4 records

Key risks5 records

Key highlights6 records

Customer concentration

Rebellion Research social profiles

Digital presence

Rebellion Research financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Rebellion Research leadership team

Management profile

Number of profiles

Profiles23 records

Rebellion Research funding detail

Funding detail

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Rebellion Research M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Rebellion Research

What does Rebellion Research do?

Rebellion Research provides AI-managed investment portfolios through its proprietary AI Investing Platform, which uses deep reinforcement learning and Bayesian machine learning algorithms to analyze global economic factors from over 50 countries and make automated portfolio decisions. The platform is distributed via Interactive Brokers brokerage accounts accessible to individual investors with $25,000 to $50,000 minimums across 70+ countries, charging a 1% management fee. The firm has purportedly outperformed the S&P 500 for 14 consecutive years using this approach.

Is Rebellion Research a public or private company?

Rebellion Research is a private company. It is classified as founder individual operated bootstrapped and is currently operating.

When was Rebellion Research founded?

Rebellion Research was founded in 2003. It employs 11 to 50 people.

Where is Rebellion Research based?

Rebellion Research is headquartered in New York, United States, in the North America region.

How does Rebellion Research make money?

One revenue line is on record: management Fees / Commission.

Who are Rebellion Research's main competitors?

Direct peers on record are Wealthfront, Betterment and Empower Personal Dashboard (formerly Personal Capital). Broad incumbents are Schwab Intelligent Portfolios, Vanguard Digital Advisor / Personal Advisor, Two Sigma, Renaissance Technologies and Bridgewater Associates. SigFig is listed as an emerging player. Kensho (S&P Global) is listed as an others.

Does Rebellion Research have an API?

No public API is recorded for Rebellion Research.

What industry is Rebellion Research in?

Rebellion Research's product category is AI Investment Management. Its primary akta.pro industry code is FSAEAAAK, Digital/Robo Financial Planning, with a secondary code of FSACAGAF, Quant Research & Systematic Strategies. Its NAICS code is 523940 and its SIC code is 6282.

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Live signals
Rebellion ResearchPredictive Analytics: Structural Alpha in 2026A promotional article from Rebellion Research argues that traditional diversification and mean-variance optimization have failed in 2026's non-linear markets, advocating predictive analytics combining Bayesian inference, deep learning, and centuries-long macro data. It cites that 44% of AI-using adviser firms lack formal output testing, and promotes Explainable AI, alternative data, and subscription-based AI investing services.Rebellion ResearchDeep Learning & Alpha Generation in Quant Finance 2026A promotional explainer from Rebellion Research outlines how deep learning architectures are replacing linear econometrics in quantitative finance, covering RNNs, Transformers, CNNs, autoencoders and GANs for pricing, hedging and execution. It argues overfitting and regulatory interpretability require XAI tools like SHAP and LIME, and cites partnerships with MIT and Cornell.Rebellion ResearchAI Investment Advisory Services: The Quantitative Evolution of Wealth Management in 2026A promotional article argues that AI investment advisory services, using machine learning architectures such as Bayesian inference and deep learning, are replacing discretionary human wealth management in 2026. It cites the SEC's November 2025 examination priorities on AI and a June 3, 2026 Regulation S-P deadline for firms under $1.5 billion in assets. The piece promotes Rebellion Research, which claims nearly two decades of model refinement and a hybrid "Think Tank" oversight model.Rebellion ResearchAI vs Quantitative Investing: The Architectural Evolution of Alpha in 2026The article argues that traditional quantitative investing models are becoming obsolete due to signal decay and rigidity in high-volatility regimes, necessitating a shift toward AI-driven architectures. It highlights Rebellion Research as a firm integrating interdisciplinary research with machine learning to capture non-linear market alpha. The piece outlines specific criteria for evaluating AI asset managers, emphasizing the importance of Explainable AI and adaptive frameworks.Rebellion ResearchQuantitative Hedge Fund Strategies: The Machine Learning Revolution of 2026The article discusses the transition in quantitative hedge fund strategies from traditional linear models to dynamic, AI-driven frameworks utilizing machine learning and alternative data. It highlights Rebellion Research's approach of integrating historical context with Bayesian inference to improve risk management and alpha generation in volatile markets.Rebellion ResearchAI Investment Research: The Shift Toward Interdisciplinary Machine Learning in 2026The article contrasts generative AI summarization with quantitative machine learning for investment research, emphasizing the use of Bayesian inference and historical data to identify non-linear market regime shifts. It highlights the risks of general-purpose models, such as hallucinations, and advocates for specialized systems like those from Rebellion Research that integrate interdisciplinary context into asset allocation.Rebellion ResearchHow Rebellion Research Uses Deep Reinforcement Learning to Pick Long-Term Stock HoldingsThis article describes Rebellion Research's use of deep reinforcement learning for long-term stock selection, explaining how the technology combines deep learning and reinforcement learning to optimize portfolio decisions over extended time horizons.Rebellion ResearchThe AI Investing Firm Quietly Building Long-Term Wealth Through Machine Learning and Managed Brokerage AccountsRebellion Research, an AI investing firm founded in 2003, has spent nearly two decades applying machine learning to investment management, launching its live platform in 2007 before the Global Financial Crisis. The firm now offers AI-managed separately managed brokerage accounts online through partnerships with brokerage infrastructure providers, making machine learning-driven portfolio management accessible to investors without massive minimum requirements. The article positions this approach as part of a broader transformation in asset management where AI systems combine data analysis with long-term portfolio discipline.Rebellion ResearchHow to Use AI to Make Money in the Stock Market Online: Inside Rebellion Research’s 20 Year Machine Learning Investing StrategyRebellion Research, an investment firm founded in the mid-2000s, has been using machine learning-driven strategies for nearly two decades, operating with Bayesian reinforcement learning models that continuously adapt to market conditions. The firm's approach involves holding high-conviction stocks for seven to ten years while rapidly exiting losing positions, creating tax-efficient compounding outcomes. Through partnerships with Interactive Brokers, the firm offers institutional-style portfolio management to individual investors starting with accounts in the $25,000 to $50,000 range.Business InsiderHere's How 27-Year Old Hedge Funder Spencer Greenberg Would Explain Quant Investing To A 5-Year OldSpencer Greenberg, manager of Rebellion Research's $7 million fund, explained his AI trading system 'Star' using an elevator analogy. The system ingests market data, applies formulas, and generates trades for human review. Rebellion never deviates from Star's recommendations.