VOL. XCIV, NO. 247

★ FINANCIAL TOOLS & SERVICES DIRECTORY ★

PRICE: 5 CENTS

Monday, October 13, 2025

View AmiBroker View DeepVest (formerly Benjamin AI)Back to Home

Head-to-head

AmiBroker vs DeepVest (formerly Benjamin AI) comparison

Compare pricing, supported platforms, categories, and standout capabilities to decide which tool fits your workflow.

Quick takeaways

AmiBroker adds Monte Carlo, APIs & SDKs, and Auto-Trading & Bots coverage that DeepVest (formerly Benjamin AI) skips.

DeepVest (formerly Benjamin AI) includes Financials, News, Regulatory Filings Monitoring, Scenario & Stress Tests, and Portfolio categories that AmiBroker omits.

AmiBroker highlights: Portfolio‑level backtesting with dynamic position sizing and bar‑by‑bar ranking/PositionScore., Walk‑forward testing integrated with optimization; in/out‑of‑sample stats., and Monte Carlo simulation (custom metrics can drive optimization/WF objective)..

DeepVest (formerly Benjamin AI) is known for: Multi‑asset analysis across equities, ETFs, crypto, FX and commodities., Strategy backtesting plus event backtesting around specific announcements., and Portfolio optimization (mean‑variance, risk parity, hierarchical) and risk metrics (drawdown, beta, correlation)..

AmiBroker

amibroker.com

Windows desktop platform for technical/system research with a fast AFL scripting language, portfolio‑level backtester, walk‑forward testing, Monte Carlo, and extensive optimization. Real‑time capability and instrument coverage depend on the data plug‑ins you use (e.g., IQFeed, eSignal, Interactive Brokers, Norgate Data). Auto‑trading to IB is available via the official interface. Licenses are perpetual with 24 months of updates.

Platforms

Desktop

Pricing

One-time

Quick highlights

Portfolio‑level backtesting with dynamic position sizing and bar‑by‑bar ranking/PositionScore.
Walk‑forward testing integrated with optimization; in/out‑of‑sample stats.
Monte Carlo simulation (custom metrics can drive optimization/WF objective).
Very fast multi‑threaded optimization with 3D optimization surface visualization.
Exploration/Scanner to build custom screeners and reports via AFL.

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DeepVest (formerly Benjamin AI)

deepvest.ai

AI‑powered investment assistant with agent orchestration. Pro focuses on multi‑asset research, strategy/event backtesting, portfolio optimization & risk analysis, factor/ETF studies, macro relationships, SEC filing analysis, and real‑time news/data search. Premium adds compliance traceability and large historical download quotas; Enterprise offers custom data sources, function tool‑calling, and integrations.

Platforms

Web

Pricing

Subscription

Quick highlights

Multi‑asset analysis across equities, ETFs, crypto, FX and commodities.
Strategy backtesting plus event backtesting around specific announcements.
Portfolio optimization (mean‑variance, risk parity, hierarchical) and risk metrics (drawdown, beta, correlation).
Advanced stock screening and financial statement breakdowns.
Macro analysis (cross‑asset/indicator relationships) and scenario analysis (e.g., rate shocks).

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Overlap

Shared focus areas

6 overlaps

Mutual strengths include Quant, Backtesting, and Data Visualizations plus 3 more areas.

Where they differ

AmiBroker

Distinct strengths include:

Monte Carlo

APIs & SDKs

Auto-Trading & Bots

Portfolio‑level backtesting with dynamic position sizing and bar‑by‑bar ranking/PositionScore.
Walk‑forward testing integrated with optimization; in/out‑of‑sample stats.
Monte Carlo simulation (custom metrics can drive optimization/WF objective).
Very fast multi‑threaded optimization with 3D optimization surface visualization.

DeepVest (formerly Benjamin AI)

Distinct strengths include:

Financials

News

Regulatory Filings Monitoring

Scenario & Stress Tests

Portfolio

Multi‑asset analysis across equities, ETFs, crypto, FX and commodities.
Strategy backtesting plus event backtesting around specific announcements.
Portfolio optimization (mean‑variance, risk parity, hierarchical) and risk metrics (drawdown, beta, correlation).
Advanced stock screening and financial statement breakdowns.

Feature-by-feature breakdown

Attribute	AmiBroker	DeepVest (formerly Benjamin AI)
Categories Which research workflows each platform targets	Shared: Quant, Backtesting, Data Visualizations, Screeners, Risk Metrics (VaR/ES/Drawdown), Correlation Unique: Monte Carlo, APIs & SDKs, Auto-Trading & Bots	Shared: Quant, Backtesting, Data Visualizations, Screeners, Risk Metrics (VaR/ES/Drawdown), Correlation Unique: Financials, News, Regulatory Filings Monitoring, Scenario & Stress Tests, Portfolio
Asset types Supported asset classes and universes	Stocks, ETFs, Mutual Funds, Futures, Currencies	Stocks, ETFs, Commodities, Currencies, Cryptos
Experience levels Who each product is built for	Intermediate, Advanced	Beginner, Intermediate, Advanced
Platforms Where you can access the product	Desktop	Web
Pricing High-level pricing models	One-time	Subscription
Key features Core capabilities called out by each vendor	Unique Portfolio‑level backtesting with dynamic position sizing and bar‑by‑bar ranking/PositionScore. Walk‑forward testing integrated with optimization; in/out‑of‑sample stats. Monte Carlo simulation (custom metrics can drive optimization/WF objective). Very fast multi‑threaded optimization with 3D optimization surface visualization. Exploration/Scanner to build custom screeners and reports via AFL. Rich AFL scripting language for indicators, scans, backtests, and custom metrics; visual debugger.	Unique Multi‑asset analysis across equities, ETFs, crypto, FX and commodities. Strategy backtesting plus event backtesting around specific announcements. Portfolio optimization (mean‑variance, risk parity, hierarchical) and risk metrics (drawdown, beta, correlation). Advanced stock screening and financial statement breakdowns. Macro analysis (cross‑asset/indicator relationships) and scenario analysis (e.g., rate shocks). SEC filings intelligence (search & analysis) and real‑time market news aggregation.
Tested Verified by hands-on testing inside Find My Moat	Not yet	Not yet
Editor pick Featured inside curated shortlists	Standard listing	Standard listing

Frequently Asked Questions

Which workflows do AmiBroker and DeepVest (formerly Benjamin AI) both support?

Both platforms cover Quant, Backtesting, Data Visualizations, Screeners, Risk Metrics (VaR/ES/Drawdown), and Correlation workflows, so you can research those use cases in either tool before digging into the feature differences below.

Do AmiBroker and DeepVest (formerly Benjamin AI) require subscriptions?

Neither platform maintains a free tier. Budget for a subscription to unlock the research coverage highlighted in this comparison.

How can you access AmiBroker and DeepVest (formerly Benjamin AI)?

Both AmiBroker and DeepVest (formerly Benjamin AI) prioritize web or desktop access. Investors wanting a mobile-first workflow may need to rely on responsive web views.

What unique strengths set the two platforms apart?

AmiBroker differentiates itself with Portfolio‑level backtesting with dynamic position sizing and bar‑by‑bar ranking/PositionScore., Walk‑forward testing integrated with optimization; in/out‑of‑sample stats., and Monte Carlo simulation (custom metrics can drive optimization/WF objective)., whereas DeepVest (formerly Benjamin AI) stands out for Multi‑asset analysis across equities, ETFs, crypto, FX and commodities., Strategy backtesting plus event backtesting around specific announcements., and Portfolio optimization (mean‑variance, risk parity, hierarchical) and risk metrics (drawdown, beta, correlation)..

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