Build state-of-the-art trading strategies or replicate them in your portfolio.

Welcome to the Future of

Investment Management

Welcome to the Future of

Investment Management

Build state-of-the-art trading strategies or replicate them in your portfolio.

Data

Strategies are powered by best-in-class instutitional data.

  • P/E Ratio

  • Unemployment Rate

  • EV/EBITDA

  • Sentiment

  • CPI

  • MACD

  • Cash Flow Per Share

  • Government Yields

  • Bollinger Bands

  • CapEx

  • Seasonality

  • GDP

  • Candlestick Patterns

  • Asset Turnover

  • Government Spending

  • Industrial Production

  • Kurtosis

  • Retained Earnings

  • Government Debt

  • Trigonometry

  • Current Ratio

  • Foreign Exchange Reserves

  • Ultimate RSI

  • Working Capital

  • Commodity Channel Index

  • Tier 1 Capital

  • Net Change in Cash

  • Information Theory

  • Government Spending

  • Operating Margin

  • Coppock Curve

  • Accounts Receivable

  • True Strength Index

  • Housing Starts

  • Return on Equity

  • Stochastic K

  • Population

  • SG&A

  • Interbar Rank

  • Retail Sales Index

20+ years of data.

Point-in-time values for accurating backtesting.

Standardized for comparison across all timeframes.

Cryptocurrency

BTC

BTC

Bitcoin

64069.15

-1403.51

(-1.44%)

1D

ETH

ETH

Ethereum

3326.2315

-109.515

(-3.23%)

1D

LTC

LTC

Litecoin

69.42

-6.03

(-7.66%)

1D

12+ cryptocurrency pairs.

The most liquid coins from the #1 exchange.

Up to 1min timeframe.

Equities

19,000+ securities

The entire universe of U.S equities.

Up to 1min timeframe.

  • GOOG

    GOOG

    Alphabet

    177.53

    -1.22

    (-0.69%)

    1D

  • META

    META

    Meta Platforms Inc

    504.00

    +2.62

    (+0.52%)

    1D

  • MSFT

    MSFT

    Microsoft

    447.15

    +1.21

    (+0.27%)

    1D

  • AMZN

    AMZN

    Amazon.com Inc

    183.03

    -1.02

    (-0.56%)

    1D

  • AAPL

    AAPL

    Apple

    214.79

    +1.87

    (+0.86%)

    1D

New

Introducing Large Language Model Integration

The smartest engine in market intelligence just got smarter.

Financial Statement Metrics

0

Comprised of annual and interim/quarterly data, detailed historical financial statement content, per share data, and calculated ratios.

Technical Indicators

0

Access categories like Seasonality, Candlestick Patterns, Information Theory, Momentum & Reversion, Volatility, Volume Analysis & many more…

Economic Time Series

1400

CPI, Unemployment Rate, Money Supply, Goverment Yields, Balance of Trade, & many more time series across 92 countries and 3 economic regions.

Industry KPIs

600

Key performance indicators across 10 Sectors; Airlines, Banks, Home Building, Hotel & Gaming, Metals and Mining, Oil and Gas, Pharmaceuticals, REITS, Retail, and Telecom.


Exploratory Data Analysis

Examine every facet of your data with all of your favorite EDA tools built-in.

Feature Engineering

Access industry leading feature selection methods - SFS, RFE, SHAP, SelectK...

Preprocessing

Make data prep effortless. Automatically handle outliers, scale features, replace missing values, and more...

Ensemble Learning

Combine models with Boosting, Stacking, Blending, and Bagging.

Model Selection

Employ 47+ state-of-the-art Classification, Regression, & Clustering Models.

  • Logistic Regression

  • CatBoost

  • Decision Tree Classifier

  • Elastic Net

  • Gaussian Process Classifier

  • BIRCH

  • Quadratic Discriminant Analysis

  • Decision Tree Classifier

  • Lasso Regression

  • Bayesian Ridge

  • Blending

  • Decision Tree Classifier

  • Naive Bayes

  • Mean Shift Clustering

  • Linear Regression

  • Light Gradient Boosting

  • SVM

  • MLP Classifier

  • K-Modes Clustering

  • Decision Tree Classifier

  • Random Forest Classifier

  • Affinity Propagation

  • Ridge Classifier

  • K Neighbors Classifier

Model Analysis

Examine every aspect of your model with an extended library of built-in graphs & analyses.

Machine Intelligence

Generate machine learning signals with the only no-code ML trading solution on the market.

Alpha

Regime Signals

Employ clustering models for advanced economic and technical regime signals (e.g., Stagflation).

Turn on/off strategies based on higher timeframe conditions. E.g, only "Buy the Dip" if market is in a "Low Vol Uptrend"

Custom Signals

Don't trust AI yet? Build complex signals by combining custom rules in our no-code editor.

Draw across any technical, fundamental, or alternative dataset to create novel multifactor signals.

New

Introducing Large Language Model Integration

The smartest engine in market intelligence just got smarter.

"Is this news bullish?"

LLM

Model Prediction:

ML

RSI < 30?

Custom Rule

"Yes"

True

{Buy}

"Yes"

{Buy}

True

Buy AAPL

Robo Regiment

Build state-of-the-art trading strategies by combining one more signal types.

  • P/E Ratio

  • Unemployment Rate

  • EV/EBITDA

  • Sentiment

  • CPI

  • MACD

  • Cash Flow Per Share

  • Government Yields

  • Bollinger Bands

  • CapEx

  • Seasonality

  • GDP

  • Candlestick Patterns

  • Asset Turnover

  • Government Spending

  • Industrial Production

  • Kurtosis

  • Retained Earnings

  • Government Debt

  • Trigonometry

  • Current Ratio

  • Foreign Exchange Reserves

  • Ultimate RSI

  • Working Capital

  • Commodity Channel Index

  • Tier 1 Capital

  • Net Change in Cash

  • Information Theory

  • Government Spending

  • Operating Margin

  • Coppock Curve

  • Accounts Receivable

  • True Strength Index

  • Housing Starts

  • Return on Equity

  • Stochastic K

  • Population

  • SG&A

  • Interbar Rank

  • Retail Sales Index

Data

Strategies are powered by best-in-class instutitional data.

12+ cryptocurrency pairs.

The most liquid coins from the #1 exchange.

Up to 1min timeframe.

Equities

The entire universe of U.S equities.

19,000+ securities

Up to 1min timeframe.

Cryptocurrency

Full price history of the #1 exchange.

12+ cryptocurrency pairs.

Up to 1min timeframe.

Machine Intelligence

Generate machine learning signals with the only no-code ML trading solution on the market.

Regime Signals

Employ clustering models for advanced economic and technical regime signals (e.g., Stagflation).

Turn on/off strategies based on higher timeframe conditions. E.g, only "Buy the Dip" if market is in a "Low Vol Uptrend"

Custom Signals

Dont trust AI yet? Build complex signals by combining custom rules in our no-code editor.

Draw across any technical, fundamental or alternative dataset to create novel multifactor signals.

Examine every facet of your data with all of your favorite EDA tools built-in.

Exploratory Data Analysis

Access industry leading feature selection metjods; SFS. RFE. SHAP, SelectK…

Ensemble Learning

Employ 47+ state-of-the-art Classification, Regression, & Clustering Models.

Model Selection

  • Logistic Regression

  • CatBoost

  • Decision Tree Classifier

  • Elastic Net

  • Gaussian Process Classifier

  • BIRCH

  • Quadratic Discriminant Analysis

  • Decision Tree Classifier

  • Lasso Regression

  • Bayesian Ridge

  • Blending

  • Decision Tree Classifier

  • Naive Bayes

  • Mean Shift Clustering

  • Linear Regression

  • Light Gradient Boosting

  • SVM

  • MLP Classifier

  • K-Modes Clustering

  • Decision Tree Classifier

  • Random Forest Classifier

  • Affinity Propagation

  • Ridge Classifier

  • K Neighbors Classifier

Examine every aspect of your model with an extended libraryt of built-in graphs & analyses.

Model Analysis

Access industry leading feature selection metjods; SFS. RFE. SHAP, SelectK…

Feature Engineering

Make data prep effortless. Automatically handle outliers, scale features, replacing missing values, and more…

Preprocessing

Alpha

Buy AAPL

Robo Regiment

Build state-of-the-art trading strategies by combining one more signal types.

LLM

"Is this news bullish?"

"Yes"

Model Prediction

ML

{Buy}

RSI < 30?

Custom Rule

True

"Yes"

{Buy}

True

Data

Signals

Large

Language

Models

Custom

Rules

Machine

Learning

Monetizable

Monetizable

Join a new paradigm in money mangement..

Deploy any Signal or Strategy, managedly seamless in the cloud by Ensemble.


Integrate other users' predictions into your own strategies without revealing underlying alpha.


Set a monthly subscription fee and start getting paid for your insights with cash directly deposited into you bank account.




Performance Tracking

Track the best signals, strategies, traders, and investors over time.

Get real-tine insights into thematic performance.

Diversification

Run your own Pod of advanced strategies and diversify across manager styles like never before.


Plug and Play

Never have your money exit your brokerage account, after establishing a one-time connection.

Join our Beta Today:

DISCLAIMER

Ensemble is to be used for informational and entertainment purposes only and does not provide investment advice for any individual. Ensemble, its affiliates and partners specifically disclaim any and all liability or loss arising out of any action taken in reliance on Content, including but not limited to market value or other loss on the sale or purchase of any company, property, product, service, security, instrument, or any other matter. Ensemble is not a registered investment advisor, broker-dealer, or financial planner. The platform does not endorse or recommend any specific investments, securities, or strategies.


Trading in such securities can result in immediate and substantial losses of the capital invested. You should only invest risk capital you are willing to lose, and not capital required for other purposes. You alone are solely responsible for determining whether any investment, security or strategy, or any other product or service, is appropriate or suitable for you based on your investment objectives and personal and financial situation. You should also consult an attorney or tax professional regarding your specific legal or tax situation.


Trading Results shown might be based on simulated or hypothetical performance results that have certain inherent limitations. Past results are in no way a guarantee of future results. Unlike the results shown in an actual performance record, backtest results do not represent actual trading. Simulated or hypothetical trading programs in general are also subject to a number of biases such as hindsight bias. 


We do not recommend any securities to buy or sell. We do not offer trading or investing advice. Nothing in the platform should be construed as investment advice of any kind. Our platform, its features, capabilities, and tools are provided ‘AS-IS’ and without warranty. Any information on Ensemble is not a buy or sell signal, nor is it financial advice.


MIT License

Copyright (c) 2024 PyCaret Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.


Join a new paradigm in money mangement..

Data

Signals

Strategies

Large

Language

Models

Custom

Rules

Machine

Learning

Monetizable

Monetizable

Deploy any Signal or Strategy, managedly seamless in the cloud by Ensemble.


Integrate other users' predictions into your own strategies without revealing underlying alpha.


Set a monthly subscription fee and start getting paid for your insights with cash directly deposited into you bank account.




Performance Tracking

Track the best signals, strategies, traders, and investors over time.

Get real-time insights into thematic performance.

Diversification

Run your own Pod of advanced strategies and diversify across manager styles like never before.


Plug and Play

Never have your money exit your brokerage account, after a establishing a one-time connection via our API.

Machine Learning Trading

Frequently asked questions

Have questions? We're here to help.

Do I need programming experience to use Ensemble?

Do I have to deposit money with Ensemble?

Do I have to purchase data? Are you planning on adding more?

How does Ensemble make money?

Join our Beta Today:

DISCLAIMER

Ensemble is to be used for informational and entertainment purposes only and does not provide investment advice for any individual. Ensemble, its affiliates and partners specifically disclaim any and all liability or loss arising out of any action taken in reliance on Content, including but not limited to market value or other loss on the sale or purchase of any company, property, product, service, security, instrument, or any other matter. Ensemble is not a registered investment advisor, broker-dealer, or financial planner. The platform does not endorse or recommend any specific investments, securities, or strategies.


Trading in such securities can result in immediate and substantial losses of the capital invested. You should only invest risk capital you are willing to lose, and not capital required for other purposes. You alone are solely responsible for determining whether any investment, security or strategy, or any other product or service, is appropriate or suitable for you based on your investment objectives and personal and financial situation. You should also consult an attorney or tax professional regarding your specific legal or tax situation.


Trading Results shown might be based on simulated or hypothetical performance results that have certain inherent limitations. Past results are in no way a guarantee of future results. Unlike the results shown in an actual performance record, backtest results do not represent actual trading. Simulated or hypothetical trading programs in general are also subject to a number of biases such as hindsight bias. 


We do not recommend any securities to buy or sell. We do not offer trading or investing advice. Nothing in the platform should be construed as investment advice of any kind. Our platform, its features, capabilities, and tools are provided ‘AS-IS’ and without warranty. Any information on Ensemble is not a buy or sell signal, nor is it financial advice.


MIT License

Copyright (c) 2024 PyCaret Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.