ApexTrend
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AI Stock Research Rank Today's Setups by Historical Outcomes

Light Gradient Boosting Machine (LightGBM) and Random Forest (RF) models compare current technicals to tens of thousands of timestamped backtests to score swing setups. Results are presented as research context with transparent indicator ranges.

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Research & educational use only. Not investment advice. Past performance does not guarantee future results.

10k+
Backtested setups nightly
RF & LightGBM
Model scoring & ranking
Context Badges
RSI / ADX / EMA ranges
Aggregate outcomes (≈60 days, 4,179 forecasts)

Result Summary

4,179
Total forecasts
54.9%
Opened higher
79.6%
Next-day high above forecast
Next-day Open
Avg +0.20% • Median +0.09%
Next-day High
Avg +1.36% • Median +0.83%
RF score ≥ 0.55 (n = 1,962)
Opened higher: 53.9%
Next-day high above forecast: 79.9%
Avg open +0.17% • Avg high +1.29% (median open +0.06%, median high +0.81%)

Descriptive, historical outcomes for the stated window. Methodology: % change from forecast reference price to next-day open/high. Examples are illustrative and not representative. Research & educational use only; past performance does not guarantee future results.

Data access: Intraday features require an API key (e.g., Alpaca has a free tier and is easy to add). Overnight swing stocks do not require Alpaca. You can start with delayed data for research and upgrade later without changing your workflow.

How It Works & Data Options

Overnight trend forecasts do not require second-by-second data; a short delay is fine for research. Start with delayed data and upgrade later without changing workflow.

1) Connect Data

Use our data or your alpaca api key to pull data.

2) Explore Signals

Filter by model score, sector, and price action. Review frequency metrics and charts to form a plan.

3) Research & Learn

Combine our research with your own rules and risk management. Outcomes depend on your decisions.

Examples Top 20 by next-day high %

From the same dataset/window as the aggregate stats. Illustrative, not representative.

  1. AMD 37.65% (date 2025-10-03, pred 164.65 → high 226.65)
  2. INTC 29.82% (date 2025-09-17, pred 24.93 → high 32.37)
  3. QBTS 22.52% (date 2025-09-16, pred 18.65 → high 22.85)
  4. QBTS 18.32% (date 2025-10-01, pred 25.00 → high 29.58)
  5. QBTS 13.21% (date 2025-10-02, pred 29.37 → high 33.25)
  6. NIO 11.97% (date 2025-09-12, pred 6.10 → high 6.83)
  7. QBTS 11.91% (date 2025-10-07, pred 34.80 → high 38.95)
  8. QBTS 11.76% (date 2025-09-18, pred 24.45 → high 27.32)
  9. QBTS 11.71% (date 2025-10-08, pred 32.79 → high 36.63)
  10. NIO 11.26% (date 2025-08-25, pred 6.13 → high 6.82)
  11. INTC 10.95% (date 2025-09-24, pred 30.87 → high 34.25)
  12. QBTS 10.92% (date 2025-09-11, pred 16.21 → high 17.98)
  13. NIO 10.59% (date 2025-09-29, pred 7.04 → high 7.78)
  14. AMD 10.47% (date 2025-10-07, pred 213.51 → high 235.87)
  15. QBTS 10.47% (date 2025-09-25, pred 25.80 → high 28.50)
  16. UNH 10.45% (date 2025-09-08, pred 318.36 → high 351.62)
  17. INTC 10.30% (date 2025-09-25, pred 32.91 → high 36.30)
  18. QBTS 9.91% (date 2025-09-17, pred 22.60 → high 24.84)
  19. QBTS 9.87% (date 2025-10-03, pred 33.14 → high 36.41)
  20. GOOGL 9.85% (date 2025-09-02, pred 210.46 → high 231.20)

Examples Worst 20 by next-day high %

Same dataset/window; shown for balance. Illustrative, not representative.

  1. NIO −7.45% (date 2025-09-09, pred 6.25 → high 5.78)
  2. RBLX −4.29% (date 2025-10-02, pred 133.50 → high 127.77)
  3. CRM −3.84% (date 2025-09-03, pred 254.97 → high 245.17)
  4. GME −3.26% (date 2025-10-02, pred 27.89 → high 26.98)
  5. BA −3.25% (date 2025-09-11, pred 227.28 → high 219.89)
  6. QBTS −3.02% (date 2025-09-24, pred 28.17 → high 27.32)
  7. SHOP −2.75% (date 2025-09-24, pred 149.10 → high 145.00)
  8. QBTS −2.62% (date 2025-09-29, pred 26.14 → high 25.45)
  9. AMD −2.48% (date 2025-09-04, pred 161.03 → high 157.04)
  10. BABA −2.24% (date 2025-09-03, pred 137.32 → high 134.24)
  11. QBTS −2.18% (date 2025-09-19, pred 26.57 → high 25.99)
  12. UNH −2.13% (date 2025-09-12, pred 358.96 → high 351.33)
  13. COIN −2.02% (date 2025-09-24, pred 324.22 → high 317.68)
  14. ADBE −1.97% (date 2025-09-23, pred 362.73 → high 355.60)
  15. GME −1.85% (date 2025-09-03, pred 23.27 → high 22.84)
  16. PYPL −1.79% (date 2025-09-29, pred 71.10 → high 69.83)
  17. GOOGL −1.77% (date 2025-09-29, pred 247.65 → high 243.27)
  18. DKNG −1.76% (date 2025-09-12, pred 44.29 → high 43.51)
  19. NIO −1.63% (date 2025-08-26, pred 6.73 → high 6.62)
  20. BABA −1.60% (date 2025-10-08, pred 181.50 → high 178.60)

Methodology: % change computed from forecast reference price to next-day open/high; window ≈60 calendar days across 4,179 logged forecasts. Research & educational use only; past performance does not guarantee future results.

Before making any trading decisions, use prudent risk management, consider consulting a qualified financial advisor, and recognize that investing involves significant risk, including the possible loss of principal. Research shown here is informational and educational only and should not be considered a solicitation or recommendation to buy or sell any security.

Why ApexTrend is Different

Research Context Not Signals

We rank setups and show context ranges so you can study how current conditions compare to historically similar patterns. No trade alerts or advice—strictly educational research.

Transparent & Reproducible

Counts, ranges, and timestamped outcomes—what we show is grounded in auditable data. You can export tables for your own review.

Indicator Badges

Badges highlight historically favorable ranges (e.g., RSI 55–70, ADX 20–40, EMA slope 0.3–1.5) when present—never guarantees of future results.

RF & LightGBM Together

RF scores for any ticker you check; LightGBM ranks overnight/multi-day swing research. Mid-range RF bands often perform best in our analyses.

Research Preview

Ranked setups with indicator badges and model score chips.

Ranked setups table
AAPL Optimal Context ★
RF: 0.62 LightGBM: 0.71 RSI 61 ADX 28 EMA Slope 0.8%
MSFT
RF: 0.54 LightGBM: 0.60 RSI 58 ADX 23 EMA Slope 0.5%
NVDA
RF: 0.47 LightGBM: 0.52 RSI 64 ADX 31 EMA Slope 1.1%

Badges are research annotations derived from historical indicator ranges; chips show model scores (RF, LightGBM) and indicator values for quick comparison.

What the scores & indicators mean

  • ●Random Forest (RF): ranks a ticker vs. historically similar technical contexts.
  • ●LightGBM (Swing): research ranking for overnight/multi-day behavior.
  • ●Indicator Context: chip values summarize RSI, ADX, and EMA slope at the time of scoring.
  • ●Optimal Context ★: appears when indicators fall into historically favorable ranges (e.g., RSI 55–70, ADX 20–40, EMA slope 0.3–1.5). Research only; no guarantees.

Intraday Basic Plan

Regular price: $19.99/mo

$9.99

Early beta pricing first 30 days only.

  • * RF score for any ticker (on demand)
  • * Most Actives list by volume
  • * CSV export
  • * Intraday research dashboard
Join Intraday Beta

Advanced Swing Plan

Regular price: $29.99/mo

$15.99

Early beta pricing first 30 days only.

  • * Everything in Intraday Basic
  • * Swing research (LightGBM next-day patterns)
  • * Indicator-context badges (RSI / ADX / EMA / Bands)
  • * Ranked overnight / multi-day setups
Join Swing Beta

Early beta pricing is available for a limited 30-day window. Payment is handled via Stripe after signup; you'll receive instructions once your account is created.

Pricing and features may change at or after full launch.

By proceeding, you agree to our Terms of Use and acknowledge that this is research and educational content only.

Subscription fees grant a limited license to use the ApexTrend research platform. They do not constitute payment for financial advice or advisory services.

FAQ

Is this financial advice?

No. ApexTrend provides research and educational analysis based on historical patterns and indicators. We do not provide recommendations or advice. Past performance does not guarantee future results.

What do the scores mean?

Scores rank current setups relative to historically similar technical contexts. They're comparative research metrics, not forecasts of profit or loss.

Do I need an API key?

No, you can use your key or the ApexTrend connection.

Can I cancel anytime?

Yes. Manage membership in the billing portal; your access remains through the current period.

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