hedgewing.ai vs Koyfin
If you want machine-learning price forecasts, calibrated confidence scores, and institutional risk analytics on US stocks, hedgewing.ai is the better fit; if you want a broad, polished data terminal for fundamentals, charting, and screening across global stocks, ETFs, funds, FX, and macro, Koyfin is the better fit. They solve different problems. hedgewing.ai is a quantitative research layer focused on prediction and risk; Koyfin is a data-and-visualization terminal focused on breadth and analysis. Many serious investors could reasonably use both.
hedgewing.ai (formerly Endeavr) runs a four-model deep-learning ensemble (LSTM, GRU, TCN, and Transformer) combined by a stacking meta-learner, using 45 engineered features to score 229 US equities daily, with research pages spanning thousands of US stocks and ETFs. Every 1d/5d/10d/20d forecast carries a calibrated confidence figure, models are walk-forward backtested nightly, and it ships institutional-grade risk analytics (Sharpe, Sortino, VaR 95/99, Fama-French factors, HRP) plus daily AI briefs and a data-grounded chatbot. It is research tooling, not investment advice, and not a full data terminal or a broker.
Koyfin is a well-established financial analytics platform known for deep, broad coverage: over 100,000 global stocks plus ETFs, mutual funds, indices, bonds, FX, and macro data, with flexible cross-asset charting, customizable dashboards, and powerful screeners. It does not market native AI/ML price forecasting or strategy backtesting; its strength is presenting high-quality data clearly so you can do your own analysis. Pricing and tiers below are current as of 2026 and can change, so confirm on each vendor's site.
| Feature | hedgewing.ai | Koyfin |
|---|
| Starting price (paid) | Pro $19.99/mo or $199.99/yr; Workspace $49.99/mo (adds API + team access) | Plus around $39/mo (about $468/yr); Premium around $79/mo, as of 2026 |
| Free tier | Yes: 5 analyses per day, no credit card required | Yes: free plan with basic charting, screeners, 2Y financials, no credit card required |
| AI/ML price forecasting | Core focus: four-model deep-learning ensemble (LSTM, GRU, TCN, Transformer) + stacking meta-learner, 45 features, 1d/5d/10d/20d horizons with calibrated confidence | Not a marketed feature; Koyfin presents data and analyst estimates rather than proprietary ML forecasts |
| Backtesting | Walk-forward backtesting of the forecast models run nightly (model validation; not a user strategy backtester) | No native strategy backtesting marketed as of 2026 |
| Risk analytics | Institutional set: Sharpe, Sortino, VaR 95/99, Fama-French factors, HRP | Portfolio and performance analytics plus broad fundamental and macro metrics; less focused on quant risk decomposition |
| Data breadth | US equities and ETFs only (229 scored daily; research across thousands of US names) - not a full multi-asset terminal | Very broad: 100,000+ global stocks plus ETFs, mutual funds, indices, bonds, FX, and macro data |
| Charting | Research-oriented charts supporting forecasts and risk; not a deep technical charting suite | Strength: deep, customizable cross-asset charting and dashboards |
| Ease of use | Opinionated daily scores, AI briefs, and a data-grounded chatbot lower the analysis burden | Polished, modern interface, though breadth of features carries a learning curve |
| API and team access | Yes, on Workspace ($49.99/mo): API plus team features | Primarily a hosted terminal; advisor tiers add client reporting and custodian integrations, not a general developer API |
| Best for | Retail and prosumer investors wanting ML forecasts and quant risk on US equities at a low price | Investors and advisors wanting a broad, high-quality multi-asset data and charting terminal |
Choose hedgewing.ai if your priority is quantitative signal on US equities: machine-learning forecasts with calibrated confidence, nightly walk-forward model validation, and institutional risk metrics, delivered at a retail price (free tier, Pro at $19.99/mo). Its honest limits are scope (US stocks and ETFs only, not a full multi-asset terminal) and the fact that it is research tooling, not investment advice or a broker, with no guarantee that backtested results predict the future. Choose Koyfin if you need breadth and presentation: deep global coverage across stocks, ETFs, funds, bonds, FX, and macro, with flexible charting, dashboards, and screeners for doing your own analysis. It is the stronger general-purpose terminal but does not provide proprietary ML forecasts or strategy backtesting. Investors who want both a data terminal and a forecasting/risk layer may reasonably pair them. Verify current pricing on each vendor's site before subscribing.