VOL. XCIV, NO. 247

★ FINANCIAL TOOLS & SERVICES DIRECTORY ★

PRICE: 5 CENTS

Saturday, November 29, 2025

Tool Comparison

DeepVest (formerly Benjamin AI) vs Koyfin comparison

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

Quick takeaways

DeepVest (formerly Benjamin AI) adds Regulatory Filings Monitoring, Quant, Risk Metrics (VaR/ES/Drawdown), Scenario & Stress Tests, Backtesting, and Correlation coverage that Koyfin skips.

Koyfin includes Watchlist, ETF Screeners, Dividends, Analyst Forecasts, Analyst Recommendations, Analyst Price Targets, Transcripts, ETF Overview, ETF Performance, ETF Holdings, ETF Fundamentals, ETF Valuation, ETF Overlap, Short Interest, Alerts, Calendar, Yield Curves, GDP, Interest Rates, Inflation Rates, and Unemployment Rates categories that DeepVest (formerly Benjamin AI) omits.

Koyfin keeps a free entry point that DeepVest (formerly Benjamin AI) lacks.

Koyfin offers mobile access, which DeepVest (formerly Benjamin AI) skips.

In depth comparison

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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Koyfin

koyfin.com

Editor’s pick Hands-on review

Web-first research & portfolio-analytics terminal with global multi-asset coverage, advanced charting, powerful screeners, and advisor-focused model/client portfolio tooling. Strong for fundamental and macro workflows across stocks, ETFs, mutual funds and global yields, with custodian integrations and client-reporting features on advisor tiers. No public data API; data exports are constrained by vendor licenses.

Platforms

WebMobile

Pricing

FreeSubscription

Quick highlights

Global multi‑asset coverage for stocks, ETFs, mutual funds, closed‑end funds, indices, FX, futures, government bond yields, commodities, cryptocurrencies and macroeconomic series in a single terminal.
Security snapshot pages combining real‑time/15‑minute delayed pricing with financial statements, valuation ratios, analyst estimates, dividend metrics, news, filings, and transcripts.
Historical Graph (G) module for multi‑panel chart layouts, 300+ data fields (price, fundamentals, estimates, flows, technicals), templates, annotations, and scatter plots with regression line & R².
Equity Screener with ~100k global stocks and thousands of filters (fundamentals, valuation, growth, estimates, performance, technicals, percentile ranks), plus dedicated ETF and mutual fund screeners.
Custom Formulas and Custom Data Series to build derived columns in tables and ingest external price series (e.g., private funds, real estate, custom indices) that plug into charts, watchlists, portfolios and exposures.

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Where they differ

DeepVest (formerly Benjamin AI)

Distinct strengths include:

Regulatory Filings Monitoring Quant Risk Metrics (VaR/ES/Drawdown)Scenario & Stress Tests Backtesting Correlation

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.

Koyfin

Distinct strengths include:

Watchlist ETF Screeners Dividends Analyst Forecasts Analyst Recommendations Analyst Price Targets Transcripts ETF Overview

Global multi‑asset coverage for stocks, ETFs, mutual funds, closed‑end funds, indices, FX, futures, government bond yields, commodities, cryptocurrencies and macroeconomic series in a single terminal.
Security snapshot pages combining real‑time/15‑minute delayed pricing with financial statements, valuation ratios, analyst estimates, dividend metrics, news, filings, and transcripts.
Historical Graph (G) module for multi‑panel chart layouts, 300+ data fields (price, fundamentals, estimates, flows, technicals), templates, annotations, and scatter plots with regression line & R².
Equity Screener with ~100k global stocks and thousands of filters (fundamentals, valuation, growth, estimates, performance, technicals, percentile ranks), plus dedicated ETF and mutual fund screeners.

Feature-by-feature breakdown

Attribute	DeepVest (formerly Benjamin AI)	Koyfin
Categories Which research workflows each platform targets	Shared: Financials, Screeners, News, Data Visualizations, Portfolio Unique: Regulatory Filings Monitoring, Quant, Risk Metrics (VaR/ES/Drawdown), Scenario & Stress Tests, Backtesting, Correlation	Shared: Financials, Screeners, News, Data Visualizations, Portfolio Unique: Watchlist, ETF Screeners, Dividends, Analyst Forecasts, Analyst Recommendations, Analyst Price Targets, Transcripts, ETF Overview, ETF Performance, ETF Holdings, ETF Fundamentals, ETF Valuation, ETF Overlap, Short Interest, Alerts, Calendar, Yield Curves, GDP, Interest Rates, Inflation Rates, Unemployment Rates
Asset types Supported asset classes and universes	Stocks, ETFs, Commodities, Currencies, Cryptos	Stocks, ETFs, Mutual Funds, Closed-End Funds, Bonds, Futures, Commodities, Currencies, Cryptos, Options, 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 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.	Unique Global multi‑asset coverage for stocks, ETFs, mutual funds, closed‑end funds, indices, FX, futures, government bond yields, commodities, cryptocurrencies and macroeconomic series in a single terminal. Security snapshot pages combining real‑time/15‑minute delayed pricing with financial statements, valuation ratios, analyst estimates, dividend metrics, news, filings, and transcripts. Historical Graph (G) module for multi‑panel chart layouts, 300+ data fields (price, fundamentals, estimates, flows, technicals), templates, annotations, and scatter plots with regression line & R². Equity Screener with ~100k global stocks and thousands of filters (fundamentals, valuation, growth, estimates, performance, technicals, percentile ranks), plus dedicated ETF and mutual fund screeners. Custom Formulas and Custom Data Series to build derived columns in tables and ingest external price series (e.g., private funds, real estate, custom indices) that plug into charts, watchlists, portfolios and exposures. My Dashboards & Macro Dashboards to assemble fully customizable workspaces mixing graphs, tables, macro tiles, news, transcripts, portfolios and model portfolios.
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 Koyfin both support?

Both platforms cover Financials, Screeners, News, Data Visualizations, and Portfolio workflows, so you can research those use cases in either tool before digging into the feature differences below.

Which tool offers a free plan?

Koyfin 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?

Koyfin 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 Koyfin stands out for Global multi‑asset coverage for stocks, ETFs, mutual funds, closed‑end funds, indices, FX, futures, government bond yields, commodities, cryptocurrencies and macroeconomic series in a single terminal., Security snapshot pages combining real‑time/15‑minute delayed pricing with financial statements, valuation ratios, analyst estimates, dividend metrics, news, filings, and transcripts., and Historical Graph (G) module for multi‑panel chart layouts, 300+ data fields (price, fundamentals, estimates, flows, technicals), templates, annotations, and scatter plots with regression line & R²..

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