Reflexivity adds Quant, Performance Attribution, Scenario & Stress Tests, Backtesting, Data APIs, AI, AI Chat, AI Report, and APIs & SDKs coverage that Stock Rover skips.
VOL. XCIV, NO. 247
★ FINANCIAL TOOLS & SERVICES DIRECTORY ★
PRICE: 5 CENTS
Monday, October 6, 2025
Head-to-head
Reflexivity 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, Data Visualizations, Correlation, Monte Carlo, Watchlist, Calendar, Dividends, Financials, Scores, Valuation Models, ETF Overview, ETF Holdings, Fund Overview, Fund Performance, Fund Holdings, Fund Rating, Analyst Recommendations, Analyst Price Targets, Education, and Videos categories that Reflexivity omits.
Reflexivity highlights: Institutional-grade AI research environment with verified data from S&P Global, Refinitiv Datastream, Nasdaq, and Cboe—all included without the need for separate data contracts., Deep Research agent that can write and execute Python, run backtests, generate Excel models, export code and data, and produce publication-ready reports., and Document Intelligence to search and extract from SEC filings, transcripts, presentations, and central bank documents; includes OCR for charts and tables and custom ingestion for proprietary docs..
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 Reflexivity lacks.
Stock Rover offers mobile access, which Reflexivity skips.
Reflexivity
reflexivity.com
Reflexivity is a sales-led enterprise platform (annual subscription) designed for institutions. Deep Research features are still in beta and not enabled for all accounts. All listed data sources (S&P Global, Refinitiv, Nasdaq, Cboe, etc.) are included out of the box—no separate contracts required.
Categories
Platforms
Web
API
Pricing
Subscription
Quick highlights
- Institutional-grade AI research environment with verified data from S&P Global, Refinitiv Datastream, Nasdaq, and Cboe—all included without the need for separate data contracts.
- Deep Research agent that can write and execute Python, run backtests, generate Excel models, export code and data, and produce publication-ready reports.
- Document Intelligence to search and extract from SEC filings, transcripts, presentations, and central bank documents; includes OCR for charts and tables and custom ingestion for proprietary docs.
- Portfolio Insights delivers real-time alerts, risk/exposure analytics, and performance attribution. Portfolios can be replicated via manual entry or file upload. The system produces over 1,500 daily insights spanning 40k+ assets, 250+ indicators, and 20 years of history.
- Scenario Analysis allows backtesting and stress testing with 50+ years of historical market data. Users can model custom scenarios and view results in real time.
Community votes (overall)
0% upvotes 0% downvotes
You haven't voted yet
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.
Community votes (overall)
0% upvotes 0% downvotes
You haven't voted yet
Overlap
Shared focus areas
5 overlapsMutual strengths include Screeners, Portfolio, and Alerts plus 2 more areas.
Where they differ
Reflexivity
Distinct strengths include:
- Institutional-grade AI research environment with verified data from S&P Global, Refinitiv Datastream, Nasdaq, and Cboe—all included without the need for separate data contracts.
- Deep Research agent that can write and execute Python, run backtests, generate Excel models, export code and data, and produce publication-ready reports.
- Document Intelligence to search and extract from SEC filings, transcripts, presentations, and central bank documents; includes OCR for charts and tables and custom ingestion for proprietary docs.
- Portfolio Insights delivers real-time alerts, risk/exposure analytics, and performance attribution. Portfolios can be replicated via manual entry or file upload. The system produces over 1,500 daily insights spanning 40k+ assets, 250+ indicators, and 20 years of history.
Stock Rover
Distinct strengths include:
ETF Screeners
Stock Comparison
ETF Comparison
Data Visualizations
Correlation
Monte Carlo
Watchlist
Calendar
- 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 | Reflexivity | Stock Rover |
|---|---|---|
Categories Which research workflows each platform targets | Shared: Screeners, Portfolio, Alerts, News, Transcripts Unique: Quant, Performance Attribution, Scenario & Stress Tests, Backtesting, Data APIs, AI, AI Chat, AI Report, APIs & SDKs | Shared: Screeners, Portfolio, Alerts, News, Transcripts Unique: ETF Screeners, Stock Comparison, ETF Comparison, Data Visualizations, Correlation, Monte Carlo, Watchlist, Calendar, Dividends, Financials, Scores, Valuation Models, 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, Bonds, Commodities, Currencies | Stocks, ETFs, Mutual Funds |
Experience levels Who each product is built for | Intermediate, Advanced | Beginner, Intermediate, Advanced |
Platforms Where you can access the product | Web, API | 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 Reflexivity and Stock Rover both support?
Both platforms cover Screeners, Portfolio, Alerts, News, and Transcripts 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 Reflexivity 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 Reflexivity focuses on web or desktop access.
What unique strengths set the two platforms apart?
Reflexivity differentiates itself with Institutional-grade AI research environment with verified data from S&P Global, Refinitiv Datastream, Nasdaq, and Cboe—all included without the need for separate data contracts., Deep Research agent that can write and execute Python, run backtests, generate Excel models, export code and data, and produce publication-ready reports., and Document Intelligence to search and extract from SEC filings, transcripts, presentations, and central bank documents; includes OCR for charts and tables and custom ingestion for proprietary docs., 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..
Keep exploring
Stay on top of related tools
Browse the categories and profiles that overlap most with this comparison to round out your shortlist.
Related categories
Follow the same themes these tools compete in.
Recommended tools
These profiles share overlapping coverage with both sides of this matchup.
- Seeking AlphaEditor's pickHands-on review
Overlap: Screeners, ETF Screeners, and Stock Comparison.
ScreenersETF ScreenersStock Comparison - YChartsHands-on review
Overlap: Screeners, Stock Comparison, and ETF Comparison.
ScreenersStock ComparisonETF Comparison - Fiscal.aiEditor's pickHands-on review
Overlap: Screeners, Data Visualizations, and Stock Comparison.
ScreenersData VisualizationsStock Comparison - Stock UnlockHands-on review
Overlap: Screeners, Data Visualizations, and Stock Comparison.
ScreenersData VisualizationsStock Comparison - TipRanksEditor's pickHands-on review
Overlap: Screeners, ETF Screeners, and Analyst Recommendations.
ScreenersETF ScreenersAnalyst Recommendations - GuruFocusEditor's pickHands-on review
Overlap: Screeners, Stock Comparison, and Portfolio.
ScreenersStock ComparisonPortfolio
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.