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QS AI stock prediction, Monte Carlo, and QML research

QuantumScape is tied to solid-state battery development and electric vehicle supply chains. The stock can trade as a technology milestone story as much as a financial statement story.

Ticker

QS

Exchange / Market

NYSE

Sector

Battery technology

Theme

solid-state battery commercialization

QS quantitative research dashboard preview

Today's Public Snapshot

QS AI signal and IV regime

Latest backend snapshot: 2026-08-03. Data is rendered only when a public backend snapshot exists.

AI signal

Pending

Next-session model label

Up probability

-

55%+ Bullish, 45% or lower Bearish

IV regime

COMPRESSION

Options volatility context

IV view

Volatility compression

Opportunity score 49.0

How to read the QS AI percentage

The percentage is the estimated probability that QS closes higher in the next trading session. It is not a long-term price target and it is not a recommendation to buy or sell.

Why IV regime appears before prediction

Options volatility helps separate directional momentum from market-implied risk. Reading IV first makes the AI signal easier to interpret in context.

Historical Accuracy

QS historical prediction win rate

Win rate is calculated only from records where the next trading-day close has been verified.

Win rate

50.0%

active

Monthly

50.0%

2026-07 14/28

Verified

28

Minimum 10

Correct

14

Next-session direction

High conf.

45.5%

11 verified records

Updated

2026-08-03

candidate model

QS historical prediction records

DateSignalProbabilityBucketLast closeActual next closeChangeResult
2026-08-03Bullish51%no edge$5.50--Pending
2026-08-03Bullish51%no edge$5.50--Pending
2026-07-31Bearish44%medium confidence$5.19$5.342.89%Miss
2026-07-30Bearish43%medium confidence$5.12$5.221.95%Miss
2026-07-29Bearish47%no edge$4.95$5.235.66%Miss
2026-07-28Bullish51%no edge$4.91$4.961.08%Correct
2026-07-28Bullish51%no edge$4.91$4.961.08%Correct
2026-07-27Bearish49%no edge$5.08$5.171.67%Miss
2026-07-27Bearish49%no edge$5.08$5.171.67%Miss
2026-07-24Bullish51%no edge$4.88$5.186.04%Correct
2026-07-23Bearish47%no edge$5.17$4.88-5.42%Correct
2026-07-23Bearish47%no edge$5.17$4.88-5.42%Correct
2026-07-22Bullish64%high confidence$6.07$5.12-15.66%Miss
2026-07-21Bullish61%high confidence$6.01$5.87-2.41%Miss
2026-07-20Bullish59%high confidence$5.90$6.052.54%Correct
2026-07-17Bullish57%medium confidence$5.75$5.892.49%Correct
2026-07-17Bullish57%medium confidence$5.75$5.892.49%Correct
2026-07-16Bullish53%no edge$6.04$5.86-2.90%Miss
2026-07-16Bullish53%no edge$6.04$5.86-2.90%Miss
2026-07-15Bearish35%high confidence$6.59$5.91-10.39%Correct
2026-07-15Bearish35%high confidence$6.59$5.91-10.39%Correct
2026-07-14Bearish34%high confidence$6.39$6.430.63%Miss
2026-07-14Bearish34%high confidence$6.39$6.430.63%Miss
2026-07-13Bearish38%high confidence$6.35$6.421.10%Miss
2026-07-13Bearish38%high confidence$6.35$6.421.10%Miss
2026-07-10Bearish44%medium confidence$6.67$6.28-5.92%Correct
2026-07-09Bearish42%high confidence$6.91$6.58-4.78%Correct
2026-07-08Bullish50%no edge$6.50$6.916.34%Correct
2026-07-07Bearish43%high confidence$6.76$6.63-1.92%Correct
2026-07-06Bullish55%medium confidence$7.29$6.79-6.79%Miss

Why Track It

QuantumScape research context

Track QS when you want to measure whether battery-tech momentum is improving or fading against EV and growth-stock benchmarks.

Research only. Not investment advice. Signals, simulations, and model outputs can be wrong and should be checked against your own risk process.

Research Angles

  • Milestone expectations can create gap risk around announcements.
  • Drawdown control is important because speculative battery names can trend hard in both directions.
  • AI Prediction can help separate price momentum from headline excitement.

Workflow

How to research QS

Start with the module that matches the question, then compare the signal against risk and benchmark context.

  1. Step 1

    Use AI Prediction for the next-session probability view.

  2. Step 2

    Review QML strategy metrics for win rate, drawdown, and trend persistence.

  3. Step 3

    Compare QS with TSLA and QQQ to separate theme strength from broad market beta.

FAQ

QS stock prediction FAQ

What is this QS research page for?

This page organizes QuantumScape research around AI Prediction, options IV regime context, QML equity-curve diagnostics, historical prediction records, and Monte Carlo risk workflows.

What does the QS AI prediction percentage mean?

The percentage is the model's estimated next-session up probability for QS. Readings at 55% or higher are labeled Bullish, 45% or lower are labeled Bearish, and the middle range is Neutral.

How is QS historical prediction win rate calculated?

Historical win rate only counts verified records where the next trading-day close is available. Pending predictions are not counted as wins or misses.

Why does this page show an IV regime for QS?

The IV regime summarizes options-implied volatility context, including skew and demand, so the AI signal can be read beside market-implied risk.

Is this QS page investment advice?

No. The page is for research and education only. It does not provide investment advice or a recommendation to buy or sell securities.

For research and educational purposes only. Not financial advice.

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