AI Strategy Lab · Machine Learning

Trade Ideas AI Strategy Lab: Professional-Grade AI Trading, Ready When You Are

Trade Ideas AI Strategy Lab does the machine learning for you, so you don’t have to build models yourself. Holly, the Trade Ideas AI, applies machine learning to live market events so you get Entry and Exit Signals with a Statistical Edge.

Named to the Inc. 5000 list of America’s fastest-growing private companies six years in a row (2017–2022).

Machine learning without a CS degree

True machine learning quant trading. Holly does it for you.

Machine learning is no longer just for Wall Street. Trade Ideas puts a machine learning strategy lab on your desk, and you don’t have to become a data scientist to use it. Holly does the machine learning for you on live market data, so you trade signals instead of writing code.

Build your own models

Train your own classifiers

In a build-your-own lab, you pick a model type, build your own chart inputs and check whether it holds up on new data.

Holly runs them for you

Machine learning already running

ML trading signals on live market events. You set up the windows. Holly finds setups with a statistical edge. OddsMaker tests every setup on Trade Ideas history.

  • No computer science degree required — the Machine Learning Quant Lab is built for active traders, with point-and-click setup.
  • Predict market behavior the trader way — machine learning runs on the markets and events you actually trade.
  • Identify signals in the noise — machine learning across the whole market spots what you would never catch manually.
  • Custom ML signals — build them from alerts and filters, or ask Holly in plain English. Then test them in OddsMaker.
Discover signals

Discover profitable machine learning trading signals you’d never spot manually

Good entries don’t come from gut feel after staring at charts. Holly finds machine learning trading signals with a statistical edge. OddsMaker then shows what happened next under your own risk and hold rules.

  • Ideal entry points from event history — see what happened each time this alert fired under these filters.
  • Control profit and risk with test results — test hold times, stops and filters instead of hoping.
  • Take the guesswork out of entries and exits — Holly gives you Entry and Exit Signals with a Statistical Edge.
  • Refine ML strategies with OddsMaker — Results and Optimization help you fine-tune before you trade bigger.
Markets, timeframes and inputs

Machine learning on live market events, using any alerts you choose

Some ML labs advertise “any market, any timeframe, any input.” Trade Ideas is more focused. The AI Strategy Lab runs on live market events, the same alerts and filters active traders already watch. So machine learning works right where you trade.

  • Market events as inputs — breakouts, buying pressure, gaps, volume spikes and market-trend filters.
  • Session and hold windows that matter — test time of day and hold times, from minutes to several bars, on the same market events.
  • Variables you actually trade — combine technical filters like relative volume, range, MACD, position in range and the SPY trend.
  • Price-action and hybrid stacks — pure event triggers or event + filter hybrids.

Trade Ideas live market data: A live stream of market events built on premium exchange data, so you see moves as they happen. Data Difference →

No coding required

Build signal inputs without writing custom JS indicators

Some ML strategy labs make you code your own indicators to feed the model. Trade Ideas skips that step. Holly AI Assistant turns plain English into Alerts and Top Lists. Those events then feed the same machine learning that OddsMaker has already tested.

  • Plain English to Alert or Top List — describe the trigger and Holly helps build it. No coding required.
  • Non-standard conditions as filters — stack the conditions Trade Ideas already tracks, with no indicator code to write.
  • Simpler decisions — clear event rules beat a pile of noisy inputs.
  • Same rules live and in testing — set it up once, and OddsMaker and the Channel Bar use the same definition.
No model picking

The quant work is already running. You refine the results.

Some ML labs hand you a menu of model types, like Random Forest, K-Nearest Neighbors, Naive Bayes and Logistic Regression. Trade Ideas does not ask you to pick models. In the AI Strategy Lab, Holly already applies machine learning to live market events. OddsMaker is how you test and improve the results.

Machine learning

Holly runs the ML

Machine learning trading signals generated on live market data: Entry and Exit Signals with a Statistical Edge.

AI Signals / Holly →
Refine

Optimization, filters and time of day

Trade Ideas tools improve what actually trades.

Some ML labs ask you to train your own models on chart data. Trade Ideas does machine learning quant trading differently. Live market data feeds Holly. Holly finds the signals, and OddsMaker tests them.

Deploy everywhere on the desk

Deploy machine learning signals into backtesting, alerts, scanning, and charts

Once Holly finds ML trading signals you like, you don’t need to export them to another app. Everything stays in Trade Ideas: OddsMaker, Alert windows, Top Lists, the Channel Bar and charts all use the same live market events.

  • OddsMaker backtest on event history — use Results and Optimization to check how signals held up on Trade Ideas market history.
  • Tweak entry and exit rules — adjust hold times, stops and time-of-day windows to fit your goals.
  • Combine with filters and conditions — add the same filters you use live to sharpen ML signals.
  • Test across names and sessions — Top Lists and MultiStrategy windows show where the edge holds up.
  • View on charts, fire alerts, scan the market — machine learning trading signals show up right where you already work.
From ML signal to execution

Incorporate ML quant signals into Auto Trading, alerts and real-time execution

Happy with the machine learning edge? Trade it with Brokerage Plus. Live trading runs through Trade Ideas Pro and connected brokers, and you can practice in simulated trading first.

  • Auto Trading in TI Pro — Money Machine, the Auto Trading feature, can place trades automatically when your alerts fire.
  • Simulated Trading — practice on web or Pro before you trade real money.
  • Chart-Based Trading — see the ML-backed signal, trade from the same picture.
  • Alert-only mode when you want it — get Channel Bar alerts and notifications, and place every trade yourself.
  • Real partners — TradeStation, IBKR, E*TRADE, and brokerage partnerships on the Brokers page.
Advanced refinement

Probability analysis, filter engineering, and OddsMaker Optimization

Some chart labs talk about “cross-training” and “cross-breeding” ML models. Trade Ideas gives you practical tools instead: OddsMaker Optimization, combined filters, hold times, stops and time of day. These are what improve the results.

  • Optimization that feels like card counting — see which hold, stop and filter combinations improve win rate and payoff.
  • Retrain by changing the rules — swap filters, time-of-day windows and exits, then re-run Results until the edge holds up.
  • Probability of success in plain numbers — see sample size, win rate, average winner vs. loser and hold times.
  • Filters instead of feature engineering — keep the clues that improve returns and drop the ones that hurt them.
  • Cross-strategy ranking — MultiStrategy and Top Lists compare ML-backed setups side by side.
Holly AI Assistant + Holly AI Signals

From plain English to ML trading signals, tested by OddsMaker

Holly AI Assistant sets up Alerts and Top Lists from plain English. Holly AI Signals are separate. They use machine learning, and OddsMaker has tested them on Trade Ideas history, so each signal comes with a statistical edge.

Build

Tell Holly the trigger

Describe your setup in plain English. Holly drafts the Alert window and Top List for you.

Trade

Trade the signal

Same tools. Same live market data. Signals that come with an entry price, a stop and a target.

AI Signals / Holly →
How it compares

Train-your-own ML vs machine learning that is already running

Train-your-own ML labs are built around chart data. In Trade Ideas, live market events from premium exchange data feed Holly’s machine learning. OddsMaker is the testing engine under the hood.

Nasdaq Basic vs Trade Ideas live market data · Compare Trade Ideas → · Data Difference

Learn · Support

Already on Trade Ideas? Become fluent in the AI Strategy Lab

Users Guide

A practical manual for the AI Strategy Lab. Learn how to set up Alerts and Top Lists with Holly and how to run OddsMaker.

Open Users Guide →

Trade Ideas Trading Room

Trade alongside people who Really Know Trade Ideas. The live desk runs Monday to Friday during market hours (ET).

Trading Room →

Also: see the Learning Center for chart-automation terms, and Strategy Development & Backtesting Tools for OddsMaker backtesting.

FAQ

AI Strategy Lab — answered

What is the Trade Ideas AI Strategy Lab?

The Trade Ideas AI Strategy Lab, also called the AI Strategy Lab, is machine learning quant trading with Holly. Holly runs machine learning on live market events to generate Entry and Exit Signals with a Statistical Edge. OddsMaker is the event-based testing engine that tests setups on Trade Ideas history, so those ML trading signals come with test results. AI Signals · OddsMaker.

Do I need a computer science degree or machine learning background?

No. This machine learning strategy lab is built so traders do not train their own Random Forest, KNN, Naive Bayes, or Logistic Regression models on chart features. Holly does the machine learning work for you on live market events. You configure Alerts and Top Lists in natural language or point-and-click, then OddsMaker tests what happened next.

How is this different from training your own Random Forest or KNN models?

Train-your-own ML labs ask you to pick model types, build chart inputs and retrain. The Trade Ideas AI Strategy Lab works the other way. Holly already runs on live market events from premium exchange data and finds the trading signals. You refine and test them with OddsMaker Optimization, filters, time of day and results scoreboards. You never have to pick a model.

What data does the AI Strategy Lab run on?

The AI Strategy Lab runs on Trade Ideas live market data, a stream of market events built on premium exchange data. Machine learning trading signals here run on those events, the same alerts and filters you trade with live. See also Data Difference.

How do I discover profitable ML trading signals I would never spot manually?

Holly finds Entry and Exit Signals with a Statistical Edge across more live market events than any trader could watch by eye. Combine alerts and filters, then test them in OddsMaker. The results show which machine learning–backed setups still hold up.

Can I deploy ML signals into backtesting, alerts, scanning, and charts?

Yes, all in Trade Ideas. OddsMaker backtests on event history with Results and Optimization. Alert windows and Top Lists scan the live market. Charts and the Channel Bar show the same live market events. Machine learning trading signals, testing, and live trading all use the same Trade Ideas data. Strategy development tools.

Can I autotrade machine learning trading signals?

In Trade Ideas Pro, Brokerage Plus connects partners for Auto Trading, Simulated Trading, and Chart-Based Trading. Your alert windows watch the market, and Money Machine, the Auto Trading feature, can place trades when your rules say go. Live trading runs in the Trade Ideas Pro desktop app, through connected brokers. Simulated trading works in the app and on the web, so you can practice first. Brokers.

How is the AI Strategy Lab different from a chat assistant?

Chat assistants help you research and talk about charts. Trade Ideas AI Strategy Lab is Holly generating machine learning trading signals on live market data, with OddsMaker testing how the strategy did in the past. It gives you signals with an edge, not a research conversation.

What replaces cross-training, cross-breeding, and feature engineering here?

OddsMaker Optimization lets you test combined filters, hold times, stops and time of day to see which conditions improve the results. The results show your odds in plain numbers: win rate, average winner vs. loser and hold times.

Where do I learn the AI Strategy Lab?

Users Guide for how Streaming Alerts, Holly and OddsMaker work together. Learning Center for chart-automation terms. Trade Ideas Trading Room for live help from people who Really Know Trade Ideas during market hours.

Machine learning. Holly. Catch the stock.

Holly runs machine learning on live market data, and OddsMaker tests the results. Sign up when you are ready to start.