DeepVest (formerly Benjamin AI) adds Regulatory Filings Monitoring, Quant, Risk Metrics (VaR/ES/Drawdown), Scenario & Stress Tests, and Backtesting coverage that Stock Rover skips.
VOL. XCIV, NO. 247
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Monday, October 13, 2025
Head-to-head
DeepVest (formerly Benjamin AI) vs Stock Rover comparison
Compare pricing, supported platforms, categories, and standout capabilities to decide which tool fits your workflow.
Quick takeaways
Stock Rover includes ETF Screeners, Stock Comparison, ETF Comparison, Monte Carlo, Watchlist, Alerts, Calendar, Dividends, Scores, Valuation Models, Transcripts, ETF Overview, ETF Holdings, Fund Overview, Fund Performance, Fund Holdings, Fund Rating, Analyst Recommendations, Analyst Price Targets, Education, and Videos categories that DeepVest (formerly Benjamin AI) omits.
DeepVest (formerly Benjamin AI) highlights: 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)..
Stock Rover is known for: Metrics-rich tables with up to 700+ data points in the Premium Plus plan (275+ / 375+ / 700+ by tier)., Flexible screening: ranked screening, historical screening, and custom equation builders., and Portfolio analytics include correlation matrices, Monte Carlo “future simulations,” rebalancing tools, and trade planning support..
Stock Rover keeps a free entry point that DeepVest (formerly Benjamin AI) lacks.
Stock Rover offers mobile access, which DeepVest (formerly Benjamin AI) skips.
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.
Categories
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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Stock Rover
stockrover.com
Editor’s pick Hands-on review
A full-featured US and Canada equity, ETF, and mutual fund research suite. Stock Rover shines with its massive metrics library (up to 700 in Premium Plus), flexible screeners, portfolio analytics, fair value and margin of safety models, and detailed Insight panels with fundamentals, analyst ratings, news, and transcripts. It also offers Monte Carlo simulations, rebalancing tools, and downloadable PDF research reports. Broker sync and CSV imports make it easy to keep portfolios up to date, while exports to Excel or charts let you take analysis anywhere.
Categories
Screeners
ETF Screeners
Stock Comparison
ETF Comparison
Data Visualizations
Correlation
Monte Carlo
Portfolio
Watchlist
News
Alerts
Calendar
Dividends
Financials
Scores
Valuation Models
Transcripts
ETF Overview
ETF Holdings
Fund Overview
Fund Performance
Fund Holdings
Fund Rating
Analyst Recommendations
Analyst Price Targets
Education
Videos
Platforms
Web
Mobile
Pricing
Free
Subscription
Quick highlights
- Metrics-rich tables with up to 700+ data points in the Premium Plus plan (275+ / 375+ / 700+ by tier).
- Flexible screening: ranked screening, historical screening, and custom equation builders.
- Portfolio analytics include correlation matrices, Monte Carlo “future simulations,” rebalancing tools, and trade planning support.
- Insight Panel combines fundamentals, analyst recommendations, news, and full earnings transcripts in one view.
- Fair Value and Margin of Safety models, alongside quantitative scores for value, growth, quality, sentiment, and more.
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Overlap
Shared focus areas
6 overlapsMutual strengths include Financials, Screeners, and News plus 3 more areas.
Where they differ
DeepVest (formerly Benjamin AI)
Distinct strengths include:
- 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.
Stock Rover
Distinct strengths include:
- Metrics-rich tables with up to 700+ data points in the Premium Plus plan (275+ / 375+ / 700+ by tier).
- Flexible screening: ranked screening, historical screening, and custom equation builders.
- Portfolio analytics include correlation matrices, Monte Carlo “future simulations,” rebalancing tools, and trade planning support.
- Insight Panel combines fundamentals, analyst recommendations, news, and full earnings transcripts in one view.
Feature-by-feature breakdown
| Attribute | DeepVest (formerly Benjamin AI) | Stock Rover |
|---|---|---|
Categories Which research workflows each platform targets | Shared: Financials, Screeners, News, Data Visualizations, Portfolio, Correlation Unique: Regulatory Filings Monitoring, Quant, Risk Metrics (VaR/ES/Drawdown), Scenario & Stress Tests, Backtesting | Shared: Financials, Screeners, News, Data Visualizations, Portfolio, Correlation Unique: ETF Screeners, Stock Comparison, ETF Comparison, Monte Carlo, Watchlist, Alerts, Calendar, Dividends, Scores, Valuation Models, Transcripts, ETF Overview, ETF Holdings, Fund Overview, Fund Performance, Fund Holdings, Fund Rating, Analyst Recommendations, Analyst Price Targets, Education, Videos |
Asset types Supported asset classes and universes | Stocks, ETFs, Commodities, Currencies, Cryptos | Stocks, ETFs, Mutual Funds |
Experience levels Who each product is built for | Beginner, Intermediate, Advanced | Beginner, Intermediate, Advanced |
Platforms Where you can access the product | Web | Web, Mobile |
Pricing High-level pricing models | Subscription | Free, Subscription |
Key features Core capabilities called out by each vendor | Unique
| Unique
|
Tested Verified by hands-on testing inside Find My Moat | Not yet | Yes |
Editor pick Featured inside curated shortlists | Standard listing | Highlighted |
Frequently Asked Questions
Which workflows do DeepVest (formerly Benjamin AI) and Stock Rover both support?
Both platforms cover Financials, Screeners, News, Data Visualizations, Portfolio, and Correlation workflows, so you can research those use cases in either tool before digging into the feature differences below.
Which tool offers a free plan?
Stock Rover offers a free entry point, while DeepVest (formerly Benjamin AI) requires a paid subscription. Review the pricing table to see how the paid tiers compare.
Which tool has mobile access?
Stock Rover ships a dedicated mobile experience, while DeepVest (formerly Benjamin AI) focuses on web or desktop access.
What unique strengths set the two platforms apart?
DeepVest (formerly Benjamin AI) differentiates itself with 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)., whereas Stock Rover stands out for Metrics-rich tables with up to 700+ data points in the Premium Plus plan (275+ / 375+ / 700+ by tier)., Flexible screening: ranked screening, historical screening, and custom equation builders., and Portfolio analytics include correlation matrices, Monte Carlo “future simulations,” rebalancing tools, and trade planning support..
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Curation & Accuracy
This directory blends AI‑assisted discovery with human curation. Entries are reviewed, edited, and organized with the goal of expanding coverage and sharpening quality over time. Your feedback helps steer improvements (because no single human can capture everything all at once).
Details change. Pricing, features, and availability may be incomplete or out of date. Treat listings as a starting point and verify on the provider’s site before making decisions. If you spot an error or a gap, send a quick note and I’ll adjust.