TSLA AI stock prediction, Monte Carlo, and QML research
Tesla is one of the most actively watched high-beta growth stocks. Its price can react to delivery data, margin expectations, autonomy narratives, and broad risk appetite.
Ticker
TSLA
Exchange / Market
NASDAQ
Sector
Electric vehicles and autonomy
Theme
EV demand, autonomy, energy storage, and high-beta growth
Today's Public Snapshot
TSLA 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 37.7
How to read the TSLA AI percentage
The percentage is the estimated probability that TSLA 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
TSLA historical prediction win rate
Win rate is calculated only from records where the next trading-day close has been verified.
Win rate
60.0%
active
Monthly
80.0%
2026-07 4/5
Verified
10
Minimum 10
Correct
6
Next-session direction
High conf.
55.6%
9 verified records
Updated
2026-08-03
candidate model
TSLA historical prediction records
| Date | Signal | Probability | Bucket | Last close | Actual next close | Change | Result |
|---|---|---|---|---|---|---|---|
| 2026-08-03 | Bullish | 62% | high confidence | $317.75 | - | - | Pending |
| 2026-07-31 | Bullish | 53% | no edge | $309.93 | - | - | Pending |
| 2026-07-30 | Bullish | 55% | medium confidence | $306.80 | - | - | Pending |
| 2026-07-29 | Bearish | 40% | high confidence | $306.15 | - | - | Pending |
| 2026-07-28 | Bearish | 42% | high confidence | $302.67 | - | - | Pending |
| 2026-07-27 | Bearish | 48% | no edge | $308.06 | - | - | Pending |
| 2026-07-24 | Bullish | 53% | no edge | $308.38 | - | - | Pending |
| 2026-07-23 | Bullish | 57% | medium confidence | $323.15 | - | - | Pending |
| 2026-07-22 | Bullish | 53% | no edge | $379.11 | - | - | Pending |
| 2026-07-21 | Bullish | 52% | no edge | $382.51 | - | - | Pending |
| 2026-07-20 | Bullish | 51% | no edge | $380.94 | - | - | Pending |
| 2026-07-17 | Bullish | 57% | high confidence | $382.51 | - | - | Pending |
| 2026-07-16 | Bullish | 55% | medium confidence | $391.06 | - | - | Pending |
| 2026-07-15 | Bearish | 49% | no edge | $403.01 | - | - | Pending |
| 2026-07-13 | Bullish | 63% | high confidence | $394.76 | $396.18 | 0.36% | Correct |
| 2026-07-10 | Bearish | 43% | high confidence | $407.76 | $394.76 | -3.19% | Correct |
| 2026-07-09 | Bearish | 40% | high confidence | $406.55 | $407.76 | 0.30% | Miss |
| 2026-07-07 | Bearish | 46% | no edge | $402.90 | $394.06 | -2.19% | Correct |
| 2026-07-02 | Bullish | 63% | high confidence | $393.45 | $419.77 | 6.69% | Correct |
| 2026-06-26 | Bullish | 58% | high confidence | $378.20 | $411.84 | 8.89% | Correct |
| 2026-06-25 | Bearish | 39% | high confidence | $374.56 | $379.71 | 1.37% | Miss |
| 2026-06-24 | Bullish | 68% | high confidence | $383.45 | $375.12 | -2.17% | Miss |
| 2026-06-23 | Bearish | 33% | high confidence | $386.17 | $375.53 | -2.75% | Correct |
| 2026-06-22 | Bullish | 62% | high confidence | $405.05 | $381.61 | -5.79% | Miss |
Why Track It
Tesla research context
Track TSLA when you need a liquid momentum signal with both company-specific and market-wide drivers.
Research Angles
- TSLA often mixes technical momentum with headline risk.
- Monte Carlo helps frame risk after rapid rallies or drawdowns.
- AI Prediction can be compared with QML strategy metrics for confirmation.
Workflow
How to research TSLA
Start with the module that matches the question, then compare the signal against risk and benchmark context.
Step 1
Run AI Prediction for next-session probability.
Step 2
Use Monte Carlo to inspect 10-day downside and upside bands.
Step 3
Compare TSLA with QQQ and SPY to separate stock-specific action from market beta.
FAQ
TSLA stock prediction FAQ
Does HPSILab cover options for TSLA?
Yes. TSLA is a US-listed NASDAQ stock with full options coverage, including implied volatility, Greeks, expected move, and option pressure analysis.
Why does TSLA need extra risk context beyond the AI signal?
TSLA is high-beta and headline-sensitive, so Monte Carlo's simulated range matters as much as the directional probability — a strong signal can still sit inside a very wide plausible outcome band.
Is this TSLA research investment advice?
No. This page is for research and educational purposes only and does not constitute investment advice.
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