AI Stock Picker
13 AI strategies across 4 factor dimensions for precise stock picking from thousands of stocks — Value, Quality, Momentum, and Multi-factor balance, with a strategy for every investment style
What is AI Stock Picker? What can it do for you?
With thousands of stocks in the market, researching each one manually is impossible. AI Stock Picker uses quantitative models and AI algorithms to score thousands of stocks across multiple dimensions every day, automatically screening for high-quality stocks that fit specific strategy logic.
We offer 13 independent strategies covering four major investment philosophies:
| Strategy Category | Representative Strategies | Core Logic | Best For |
|---|---|---|---|
| 💎 Value Investing | Greenblatt Magic Formula, O'Shaughnessy Value Finder | Find undervalued, cheap good companies | Value investors, long-term holders |
| 🏆 Quality-Focused | Quality Shareholder Yield, Dynamic F-Score Momentum | Find financially healthy companies with strong shareholder returns | Conservative investors, seekers of certainty |
| 📈 Momentum Investing | Quantitative Momentum Plus, Twin Momentum | Find stocks with upward trends and strong momentum | Trend traders, medium-short term players |
| ⚖️ Balanced Multi-Factor | Quality Value Momentum Fusion, Dual Analysis | Value + Quality + Momentum multi-dimensional resonance | Those seeking balanced allocation and risk diversification |
Core Idea: Replace Emotional Decisions with Strategy Discipline
Most people's stock picking gets influenced by news, emotions, and rumors. AI Stock Picker adds value because:
- Transparent rules: Each strategy has clear stock-selection logic — you know exactly why a stock was picked
- Objective and quantitative: Purely data-driven, free from market sentiment and subjective judgment
- Timely updates: Rankings recalculated daily to keep up with market changes
- Multi-strategy validation: When the same stock is selected by multiple strategies = multi-dimensional resonance, higher confidence
What Can You Do with AI Stock Picker?
- ✅ Find stocks: Quickly screen for high-quality stock pools based on your investment style
- ✅ Validate ideas: Are the stocks you're watching also favored by multiple AI strategies?
- ✅ Broaden your horizon: See what different strategies are picking, discover industries and companies you haven't noticed
- ✅ Save time: Automatically picks the top 100 from thousands of stocks, so you can focus on deep research
Note: AI Stock Picker is a quantitative screening tool, not investment advice. Strategy-selected stocks are a starting point for research, not buy signals. Make decisions based on your own analysis and risk tolerance.
Quick Start: 3 Steps for Beginners
Access
- URL: https://www.kavout.com/ai-stock-picker
- Defaults to the Overview page after login
- Pro members can view full ticker symbols and all data
- Free users can browse the page; tickers show as 🔒 lock icons, tables default to 5 rows, and clicking "Show More" requires a Pro upgrade
Step 1: Start with the Overview Page, Get to Know All Strategies
Open the Overview page (left nav → Overview), where you can:
- New This Week — Stocks newly added this week, quickly see the latest changes
- Today's Top Picks — Highest-ranked stocks overall (multi-strategy compilation)
- Most Agreed Stocks — Stocks selected by the most strategies simultaneously (consensus leaderboard)
- All strategy cards — 13 strategies grouped by category, click through for details
Spend 5 minutes scanning the Overview to get a general sense of all strategies, then dig deeper into the ones that interest you.
Step 2: Pick a Strategy That Fits You
If you're not sure where to start, use this guide:
| Your Investment Style | Recommended Strategy | Why |
|---|---|---|
| Value investing, looking for bargains | Greenblatt Magic Formula | Classic value strategy — earnings yield + return on invested capital dual metric |
| Steady approach, prioritizing company quality | Quantitative Value Edge | Value + quality dual factors — stronger fundamentals |
| Trend-following, medium-short term trading | Quantitative Momentum Plus | Pure momentum strategy — catches stocks with strong upward momentum |
| Balanced approach, nothing too extreme | Quality Value Momentum Fusion | Three-factor fusion — offensive and defensive |
| Looking for "multi-validated" picks | Most Agreed Stocks (Consensus Leaderboard) | Selected by multiple strategies simultaneously — multi-dimensional resonance |
| Beginner, not sure where to start | Today's Top Picks | Top 100 highest-ranked stocks, sorted by Stock Rank |
Step 3: Use Filters to Narrow Down Your Picks
After choosing a strategy, use Universe, Sector, Rank By, and other filters to refine further and find the stocks that best match your needs.
Core Pages in Detail
1. Overview Page
- URL: https://www.kavout.com/ai-stock-picker/overview
- One-liner: Global view — master the essence of all AI strategies in 5 minutes

Module 1: Top AI Stock Picks (By Market Cap Segments)
At the very top of the page, AI top picks segmented by market cap:
- Large Cap / Mid Cap / Small Cap / Penny Stocks / S&P 500 / Russell 1000 — six segments
- Each segment shows the top 5 stocks, with switchable ranking methods (Stock Rank / Technical Rating / Kai Score)
- Great for quickly scanning popular picks across different market cap ranges
Module 2: Today's New Stock Picks
Shows stocks newly added to various strategies today.
- What to see: Which stocks have just been picked up by AI strategies recently
- How to use: New additions often mean positive changes in fundamentals or technicals — worth paying attention to
- Supports sector filter
- CSV export available
- Click ticker to open stock detail modal
Module 3: Today's Top Picks
The overall ranking list across all strategies, sorted by Stock Rank / Technical Rating / Kai Score.
- What to see: The 100 highest AI-rated stocks overall
- How to use: Perfect for investors who want to quickly find "the stocks AI is most bullish on"
- Three ranking dimensions switchable (see details below)
Module 4: Most Agreed Stocks (Consensus Leaderboard)
Ranking of stocks selected by multiple strategies simultaneously.
- What to see: How many strategies are bullish on this stock simultaneously (Score, shown as a 10-bar progress bar)
- How to use: Higher score = more multi-dimensional validation = higher confidence
- Score levels:
- 🟢 Very High (6+ strategy overlaps)
- 🟣 High (4-5 strategy overlaps)
- 🔵 Moderate (3 strategy overlaps)
- ⚪ Standard (2 strategy overlaps)
- Each stock shows which specific strategies selected it; click strategy name to jump to that strategy page
Module 5: AI Stock Pickers — All Strategy Cards
13 strategies grouped into 4 categories (with category tab switcher: All / Value / Momentum / Quality / Balanced):
- Value Investing: 4 strategies
- Quality-Focused: 3 strategies
- Momentum Investing: 3 strategies
- Balanced Multi-Factor: 3 strategies
Each strategy card shows the top 3 picks for that strategy. Click the card to enter the strategy detail page.
💡 This section is lazy-loaded when scrolled into view — doesn't affect first-page load speed.
2. Today's Top Picks
- URL: https://www.kavout.com/ai-stock-picker/top-ai-stock-picks
- One-liner: Highest AI-rated stocks overall, multi-strategy compiled ranking

When to Use This Page?
- Want to quickly know "which stocks AI is most bullish on"
- Want to pick stocks from the highest overall-ranked pool
- Want to switch between different rating dimensions, view from technical/fundamental angles
Three Ranking Dimensions (Rank By)
| Ranking Method | Description | Display Format | Focus |
|---|---|---|---|
| Stock Rank | Composite score including quality, value, momentum, low volatility factors | Colored badge (Very High / High / Medium) | Fundamental overall strength |
| Technical Rating | Technical indicator composite score based on MAs, MACD, RSI, etc. | Colored badge (Strong Buy / Buy / Hold / Sell) | Short-term technical trend |
| Kai Score | Kavout proprietary AI composite score, fusing technicals, fundamentals, market sentiment | Gauge (1-9) + trend arrow | AI overall judgment |
Kai Score level guide:
- 🟢 Outperform (6.0 - 9.0): Beat the market, bullish signal
- 🟡 Neutral (3.0 - 5.9): Neutral, mostly observe
- 🔴 Underperform (1.0 - 2.9): Underperform the market, caution signal
Arrow direction indicates recent trend change (up ↑ / down ↓ / flat —).
Available Filters
| Filter | Options | Notes |
|---|---|---|
| Universe | S&P 500 / Russell 1000 / All Caps / Large Cap / Mid Cap / Small Cap / Penny Stocks | Stock pool scope |
| Sector | 11 sectors available | Frontend filtering, no new API request |
| Region | US / CA / UK / AU / DE / FR, etc. | Switching region auto-resets universe |
Usage Examples
Scenario 1: Find highest-ranked tech stocks in the S&P 500
Looking for AI's favorite tech companies among large-cap blue chips
- Select Universe → S&P 500
- Select Sector → Technology
- Sort by Stock Rank
- Direct link
Scenario 2: Find short-term momentum stocks by technicals
Looking for the most technically favored stocks for short-term trading
- Select Rank By → Technical Rating
- Select Universe → All Caps
- Direct link
3. Most Agreed Stocks (Consensus Leaderboard)
- URL: https://www.kavout.com/ai-stock-picker/consensus-leaderboard
- One-liner: Multi-strategy resonance stock picks — stocks favored by the most AI models simultaneously

When to Use This Page?
- Looking for "multi-validated" high-confidence picks
- Wanting to see where different investment logics intersect
- Wanting to avoid blind spots from any single strategy
Core Concept: Consensus Score
How many of the 13 strategies selected this stock simultaneously:
- Very High (6+): Extremely high consensus — 6+ strategies all bullish
- High (4-5): High consensus — well validated across multiple dimensions
- Moderate (3): Medium consensus — some cross-validation
- Standard (2): Basic consensus — two strategies overlap
Each stock also shows exactly which strategies selected it; click a strategy name to jump to that strategy page.
Available Filters
| Filter | Options | Notes |
|---|---|---|
| Universe | Same as above | Stock pool scope |
| Sector | 11 sectors | Frontend filtering |
| Region | Multiple countries/regions | Switch region |
Usage Example
Scenario: Find high-consensus large-cap stocks
Looking for large-cap stocks selected by 4+ strategies — highest certainty
- Select Universe → Large Cap
- Sort by Score descending
- Focus on Very High / High grade stocks
- Direct link
4. Value Investing Strategies
There are 4 value investing strategies, all focused on "finding cheap good companies" but with different emphases:

① Greenblatt Magic Formula
- URL: https://www.kavout.com/ai-stock-picker/magic-formula
- Selection logic: Dual-metric ranking by Earnings Yield + ROIC (Return on Invested Capital)
- Features: Classic value strategy, simple and effective — Joel Greenblatt's claim to fame
- Key metrics: Earnings Yield, ROIC
② O'Shaughnessy's Value Finder
- URL: https://www.kavout.com/ai-stock-picker/value-composite
- Selection logic: 7 value metrics composite ranking (PB, PE, PS, PFCF, EV/EBITDA, buyback yield, dividend yield)
- Features: Multi-dimensional value assessment, avoids blind spots from single valuation metrics
- Key metrics: P/S, Earnings Yield
③ Quantitative Value Edge
- URL: https://www.kavout.com/ai-stock-picker/quality-value
- Selection logic: Value factor + quality factor dual-dimension scoring
- Features: Not just cheap — also good quality, avoids "value traps"
- Key metrics: Dividend Yield, ROE
④ Strategic Trending Value
- URL: https://www.kavout.com/ai-stock-picker/momentum-value
- Selection logic: Value factor + momentum factor dual-dimension scoring
- Features: Cheap + uptrend — avoids the "catching a falling knife" left-side trap
- Key metrics: Price Momentum (1m), Earnings Yield
5. Quality-Focused Strategies
There are 3 quality-first strategies, all focused on "finding financially healthy, fundamentally solid good companies":

① Quality Shareholder Yield
- URL: https://www.kavout.com/ai-stock-picker/quality-shareholder-yield
- Selection logic: Quality factor + shareholder yield (dividends + buybacks + debt reduction)
- Features: Finds quality companies that return real money to shareholders
- Key metrics: Dividend Yield, ROE
② Dynamic F-Score Momentum
- URL: https://www.kavout.com/ai-stock-picker/momentum-fscore
- Selection logic: Piotroski F-Score (financial health score) + momentum factor
- Features: Financial health + price trend — fundamental and technical resonance
- Key metrics: Price Momentum (1m), F-Score
③ Smart Growth Score
- URL: https://www.kavout.com/ai-stock-picker/pb-growth
- Selection logic: Low P/B screening + multi-dimensional growth quality assessment (ROA, OCF, revenue growth, CAPEX, etc.)
- Features: Specifically finds undervalued growth stocks — a growth-leaning value strategy
- Key metrics: P/B, ROA
6. Momentum Investing Strategies
There are 3 momentum investing strategies, all focused on "going with the trend, catching stocks with strong upward momentum":

① Quantitative Momentum Plus
- URL: https://www.kavout.com/ai-stock-picker/quality-momentum
- Selection logic: Momentum factor + quality factor dual-dimension scoring
- Features: Pure momentum with quality overlay on top — reduces "false breakouts"
- Key metrics: Price Momentum (1m), ROE
② Twin Momentum Strategy
- URL: https://www.kavout.com/ai-stock-picker/twin-momentum
- Selection logic: Price momentum + fundamental momentum (EPS growth, revenue growth, ROE changes, etc.)
- Features: Price up + earnings growth — dual-driver, more sustainable momentum
- Key metrics: Price Momentum (1m), Gross Profit Growth
③ Momentum Magic Formula
- URL: https://www.kavout.com/ai-stock-picker/trending-magic-formula
- Selection logic: Magic Formula (value) + momentum factor dual-dimension scoring
- Features: Cheap + trending — the "right-side buy" version for value investors
- Key metrics: Price Momentum (1m), ROIC
7. Balanced Multi-Factor Strategies
There are 3 balanced multi-factor strategies, fusing multiple investment philosophies for balanced allocation:

① Quality Value Momentum Fusion
- URL: https://www.kavout.com/ai-stock-picker/quality-momentum-value
- Selection logic: Quality + Value + Momentum three-factor composite scoring
- Features: The most balanced strategy — both offensive and defensive, ideal for core holdings
- Key metrics: P/E, ROE
② Dual Analysis Strategy
- URL: https://www.kavout.com/ai-stock-picker/dual-analysis
- Selection logic: Fundamental analysis (Stock Rank) + technical analysis (technical indicator score)
- Features: Fundamental + technical dual validation — for investors who value both
- Key metrics: ROE, RSI(14)
③ Lynch Growth Momentum
- URL: https://www.kavout.com/ai-stock-picker/peter-lynch
- Selection logic: Peter Lynch growth stock principles + price trend (PE, PEG, PB, net profit growth, debt-to-equity, etc.)
- Features: Quantitative version of growth stock investing — finds growth opportunities at reasonable prices
- Key metrics: P/E, Net Profit Growth
Strategy Detail Page — Common Guide
Every strategy detail page has the same structure, with these modules:
Page Structure (Top to Bottom)
① Strategy Header (Gradient Banner)
- Strategy icon + name + one-liner
- Detailed description: investment philosophy and use cases for the strategy
② Selection Criteria
- Info box with highlighted left border
- Explains exactly how the strategy scores and picks stocks
- Transparent rules so you know why each stock was selected
③ New This Week
- Shows stocks newly added to the strategy this week
- Shows Entry Date
- Great for tracking the latest changes and discovering new opportunities
- Supports sector filtering
④ Main Leaderboard
- Top 100 stocks selected by the strategy (varies by stock pool)
- Ranked by the strategy's composite score
- Each stock shows 2 strategy-specific key metric columns (e.g. Magic Formula shows Earnings Yield + ROIC)
- Default shows 5 rows; click "Show More" to expand (Pro members see all)
- CSV export available
⑤ Related Strategies
- 3 cards showing other strategies in the same category or style
- Easy to compare horizontally and find the best fit for you
⑥ FAQ
- Accordion-style expand/collapse
- Answers to common questions about the strategy
What Can You Do with Each Stock?
Beyond basic data, each table row offers these actions:
| Action | Description |
|---|---|
| 🔍 Click ticker | Opens stock detail modal (Asset Modal) — view chart, technical analysis, stock analysis, etc. |
| ⭐ Add to Watchlist | One-click add to watchlist |
| 🤖 AI Research | Call AI research tools for deep analysis of this stock |
| 📊 Strategy-specific metrics | 2 key metric columns — different strategies show different metrics |
Filters
| Filter | Appears On | Notes |
|---|---|---|
| Universe | All strategy detail pages | US region supports 7 options; non-US supports 5 |
| Sector | Top Picks / Consensus pages | Frontend filtering, no new API request |
| Rank By | Today's Top Picks page only | Stock Rank / Technical Rating / Kai Score |
| Region | All pages (top Header) | Switching region auto-resets universe; preference saved to localStorage |
Region Support
- US: Supports S&P 500, Russell 1000, All Caps / Large / Mid / Small / Penny Stocks — 7 stock pools total
- Other regions (CA, UK, AU, DE, FR, etc.): Supports All Caps / Large Cap / Mid Cap / Small Cap / Penny Stocks — 5 stock pools total
- Switching regions auto-resets universe to default (US→SPX, non-US→all-caps)
- Region preference auto-saved locally — remembered on your next visit
Table Operations
- Default shows 5 rows; click "Show More" to expand (Pro users see all)
- Click column headers to sort by that column (toggle ascending/descending)
- Click a ticker to open the stock detail modal for further research
- Desktop and mobile have different column configs; some columns switch via dropdown selector
- CSV export supported (CSV injection protection in place)
- All filter conditions synced to URL — bookmark or share links
FAQ
How often is data updated?
Daily. After each trading day closes, all strategies recalculate rankings, and data is fully updated before the next market open.
Can I just buy the stocks that are selected?
Not recommended to blindly copy. AI Stock Picker is a quantitative screening tool that helps you narrow your research scope:
- Strategies only look at data — they don't know your risk tolerance or investment horizon
- High ranking doesn't guarantee short-term gains; many strategies are medium-long term logic
- Use strategy results as a research list, then do your own deep analysis
Why do different strategies pick such different stocks?
Because each strategy's investment logic is completely different:
- Value strategies pick cheap ones; momentum strategies pick fast-rising ones — opposite logic, naturally low overlap
- This is exactly why multi-strategy validation is valuable: if a stock is selected by both value AND momentum strategies, it's both cheap AND trending — a "value + momentum resonance" gem
Why do rankings sometimes change dramatically?
Rankings changes usually come from several causes:
- Earnings season: New earnings releases change valuation and quality metrics
- Large price swings: Momentum strategies are very sensitive to price changes
- Index rebalancing: When indices like S&P 500 change constituents, stock pool changes affect rankings
What does "New This Week" mean?
Stocks newly added to the strategy this week. It means this stock's ranking rose in the latest calculation and entered the strategy's top list. New additions are worth watching — they may represent positive changes in fundamentals or technicals.
What are Stock Rank / Technical Rating / Kai Score?
These are the three ranking dimensions on the Today's Top Picks page:
| Metric | Meaning | Focus |
|---|---|---|
| Stock Rank | Composite fundamental score including quality, value, momentum, low volatility, etc. | Overall company fundamental strength |
| Technical Rating | Composite technical score based on MAs, MACD, RSI and other technical indicators | Short-term price movement and trend |
| Kai Score | AI composite score fusing technicals, fundamentals, market sentiment and more | AI model's overall judgment |
What's the difference between free and Pro?
| Feature | Free Users | Pro Members |
|---|---|---|
| Browse pages and strategy descriptions | ✅ | ✅ |
| View ticker symbols | ❌ (shown as 🔒 lock icon) | ✅ |
| Table data rows | 5 rows | All |
| CSV export | ❌ | ✅ |
| AI Research | Partial | Full |
| Add to watchlist | ✅ | ✅ |
Which strategies should I focus on?
Depends on your investment style:
| Investment Style | Focus On |
|---|---|
| Deep value, long-term holding | Magic Formula, Value Composite |
| Steady value, avoid landmines | Quantitative Value Edge, Quality Shareholder Yield |
| Trend following, medium-short term | Quantitative Momentum Plus, Twin Momentum |
| Growth stock investing | Smart Growth Score, Lynch Growth Momentum |
| Balanced allocation, core holdings | Quality Value Momentum Fusion, Dual Analysis |
| Beginner, finding direction | Today's Top Picks, Consensus Leaderboard |
How is the consensus leaderboard score calculated?
Consensus score = number of strategies that selected the stock. We have 13 independent strategies, so each stock can score up to 13 (selected by all strategies simultaneously). In practice, scoring above 6 is already very high — meaning completely different investment logics all point to the same stock.
The score is shown as a 10-bar colored progress bar:
- 🟢 Very High (6+): Green bars — extremely high consensus
- 🟣 High (4-5): Purple bars — high consensus
- 🔵 Moderate (3): Blue bars — medium consensus
- ⚪ Standard (2): Gray bars — basic consensus
Appendix: URL Parameter Quick Reference
Advanced users can construct filtered links directly via URL parameters. All parameters are optional.
Common Parameters
| Parameter | Description | Example |
|---|---|---|
universe | Stock pool | SPX / all-caps / large-cap / mid-cap / small-cap / penny-stocks / RUI |
sector | Sector (frontend filter) | technology / healthcare / financial-services, etc. |
region | Region | US / CA / UK / AU / DE / FR, etc. |
rank | Ranking method (Top Picks only) | stock-rank / technical-rating / kai-score |
Strategy URL Slug Quick Reference
| Strategy | URL Slug |
|---|---|
| Today's Top Picks | top-ai-stock-picks |
| Most Agreed Stocks (Consensus) | consensus-leaderboard |
| Greenblatt Magic Formula | magic-formula |
| O'Shaughnessy's Value Finder | value-composite |
| Quantitative Value Edge | quality-value |
| Strategic Trending Value | momentum-value |
| Quality Shareholder Yield | quality-shareholder-yield |
| Dynamic F-Score Momentum | momentum-fscore |
| Smart Growth Score | pb-growth |
| Quantitative Momentum Plus | quality-momentum |
| Twin Momentum Strategy | twin-momentum |
| Momentum Magic Formula | trending-magic-formula |
| Quality Value Momentum Fusion | quality-momentum-value |
| Dual Analysis Strategy | dual-analysis |
| Lynch Growth Momentum | peter-lynch |
Example Links
- Top AI Stock Picks for US S&P 500, sorted by Stock Rank
- Magic Formula for Canada, All Caps universe
- Consensus Leaderboard + Technology sector + Large Cap
Screenshots in this article: Actual product UI as of August 2026. For feedback or questions, reach out to our team anytime.
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