Skip to main content
Toyota Motor Corporation
Consumer Cyclical · Auto Manufacturers
Made on Aug 3, 2026
Price at call $188.99
6-month call Bear -12.2%
Target by Feb 2027 $166.00
Great value below $155.00
Model v0.6.0

Projection vs Actual (6M history + forecast)

The masterbrain's trajectory (blue, curved through its 7 checkpoints), the deterministic v0.3 control (dashed), and the actual price (green) overlaid from the prediction date forward.
Forecast Change -12.2% to $166.00
Predicted High $187.50 in 2 weeks
Predicted Low $166.00 at 6 months
Max Drawdown (predicted) -12.2%

Forecast

The masterbrain trajectory — 7 dated checkpoints. Short rungs (2w, 1m) show the typical range as the primary claim; point calls run from 2 months out. Every claim still gets graded. Predicted Aug 3, 2026 12:37 am
Bear TM trends lower to $166.00 (-12.2% from $188.99) by Feb 2027. decay
ThesisToyota trades far above valuation anchors but carries a durable safe-haven narrative, low beta, and neutral regime. Near-term drift is modestly negative on soft momentum (-16.8% trailing 6m), gradually pulling toward the deterministic baseline as value gravity asserts, though $43 fair value is not reachable in 6 months.
Invalidated ifA break above $200 on renewed buying, or conversely a collapse below $155 signaling capitulation to fair-value gravity
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $188.99 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Aug 3, 2026 $188.99 at call The anchor — every point below is measured from this price and date.
2 weeks Aug 17, 2026 $178.89–$199.09 typical range · internal point $187.50 ±5.3% 7/10 Low-beta drift, neutral regime, no near catalyst
What actually happened: closed $191.11 on Aug 14, 2026 = +1.1% vs the call (predicted -0.8%)  ·  direction HIT (called flat, was flat)  ·  off by 1.9 pp  ·  accuracy 10/10  ·  typical range ±5.3%: inside the band  ·  S&P +2.4% over the same window — lagged it
1 month Sep 3, 2026 $174.35–$203.63 typical range · internal point $185.00 ±7.7% 6/10 Soft momentum continues, mild sentiment crosswind
2 months Oct 3, 2026 $181.00 -4.2% 5/10 Value gravity begins asserting, no earnings support
3 months Nov 3, 2026 $177.00 -6.3% 5/10 Continued fade toward attractive-buy zone near 155
4 months Dec 3, 2026 $173.00 -8.5% 4/10 Year-end positioning, valuation overhang persists
5 months Jan 3, 2027 $169.00 -10.6% 4/10 Convergence toward deterministic baseline path
6 months Feb 3, 2027 $166.00 -12.2% 4/10 Approaches baseline endpoint as value pressure compounds

Why ranges on the short rungs? A 102-prediction trial (2026-07-21) showed 2-week point calls carry no information here — three prompt formulations all lost to simply predicting zero — while the stock's own volatility scale (σ×√t) described those windows well. So the short rungs claim what's actually knowable: the typical travel, with earnings timing flagged where the variance will come from. The internal point calls keep being generated and graded to map where real skill begins. Full evidence: stocks/predictions/V0.5-DESIGN.md §8.

Deterministic control (v0.3 value line) targets $165.09 (-12.6%) — both lines get graded at every checkpoint, so the brain has to beat the formula, not just replace it. Brain: claude-opus-4-7.

Weaknesses

0 blocking · 1 degraded · 1 note — follow the chain top-down (cause → effect).
  • Degraded
    [critical] High debt risk — interest coverage dangerously low or refinancing needed
    upstream:valuation-synthesis
  • Note
    Valuation anchor absent: dcf.
    anchor:dcf

Equation Inputs

Everything feeding the v0.6.0 model — value anchors, the stock's own price behaviour, and the tunable knobs.

Value anchors (from deep analysis)

Price at call$188.99
Composite fair value$43.48
Signal-adjusted fair value$44.61
DCF fair value
Anchored-PE fair value$68.52
Buy-below (value lens)$155.00
Value net score-31
Value confidence6 / 10
Quality net score+66
Memo confidence6 / 10
Deserved value (base)
Quality tilt
Deserved value (used)
Coherence (value × quality)

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 25.3%  3m 26.8%  6m 28.4%  
Daily σ (realism noise)1.7%
Beta vs S&P 500 1m -0.04  3m 0.71  5m 0.95  
Trailing 6-month return-16.8%

Knobs (equation params)

ladderArray
llm_modelclaude-opus-4-7
max_tokens3000
control_knobsArray
Neutral band (%)5
earnings_briefv1
prompt_versionp1
control_versionv0.3.0

Version & Tech Chain

What produced this prediction — stamped on the record so versions can be compared by success rate later.
Model v0.6.0 #271041f8fcd5

Tech composition (what this version is built from)

#ProcessKindGroup
1 Synthesis valuation-synthesis deterministic final
2 Scenario Analysis scenario-valuation deterministic valuation
3 Valuation / Mispricing ext-lens-value llm extended
4 Company Quality ext-lens-quality llm extended
5 Forensic Memo (combiner) ext-forensic-memo llm extended
6 Classification company-classification llm foundation
7 Live Quote fmp-quote data market-data

Inputs used (the runs that fed this prediction)

Upstream processRanLagRun id
company-classification Aug 3, 2026 freshest TM-20260803-000636-172d
ext-forensic-memo Aug 3, 2026 freshest ext-TM-20260803-002617-e8c5
ext-lens-quality Aug 3, 2026 freshest ext-TM-20260803-002617-e8c5
ext-lens-sentiment Aug 3, 2026 freshest ext-TM-20260803-002617-e8c5
ext-lens-value Aug 3, 2026 freshest ext-TM-20260803-002617-e8c5
scenario-valuation Aug 3, 2026 freshest TM-20260803-000636-172d
valuation-synthesis Aug 3, 2026 freshest TM-20260803-000636-172d

Inputs flagged 7d+ behind the freshest one may be stale relative to the rest of the analysis.

Saved History

1 frozen snapshot — the record we score once predictions mature.
MadeModelCallAt callTargetExp.Eval due
Aug 3, 2026 v0.6.0 Bear $188.99 $166.00 -12.2% Feb 2027 viewing

Not Yet Modeled

What this v0.6.0 forecast deliberately ignores — the work ahead, in plain sight.
  • Scenario probabilities — one path, no bull/bear split (base_prob = 1.0).
  • Intraday / sub-2-week behaviour — the first claim is at 14 days by design (EOD product).
  • Position sizing / portfolio context — the path is a price claim only.