Skip to main content
Caterpillar Inc.
Industrials · Farm & Heavy Construction Machinery
Made on Aug 1, 2026
Price at call $814.85
6-month call Bear -9.8%
Target by Feb 2027 $735.00
Great value below $400.00
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 -9.8% to $735.00
Predicted High $812.00 in 2 weeks
Predicted Low $735.00 at 6 months
Max Drawdown (predicted) -9.8%

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 1, 2026 12:44 am
Bear CAT trends lower to $735.00 (-9.8% from $814.85) by Feb 2027. ride-then-fade
ThesisCAT is materially overvalued versus all fundamental anchors but momentum and the AI-power narrative have carried it well above fair value. With no earnings catalyst in-window and a fragile sentiment backdrop, expect grind-lower drift as narrative fatigue and mean-reversion pressure build, though high beta keeps early moves choppy rather than one-directional.
Invalidated ifA decisive break above 860 on renewed AI-power-gen orders, or a beat-driven surge, would invalidate the fade thesis; conversely a break below 720 confirms it.
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $814.85 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Aug 1, 2026 $814.85 at call The anchor — every point below is measured from this price and date.
2 weeks Aug 15, 2026 $733.26–$896.44 typical range · internal point $812.00 ±10.0% 6/10 Neutral regime, no catalyst, chop near current level
What actually happened: closed $856.56 on Aug 14, 2026 = +5.1% vs the call (predicted -0.4%)  ·  direction MISS (called flat, was up)  ·  off by 5.5 pp  ·  accuracy 4/10  ·  typical range ±10.0%: inside the band  ·  S&P +4.0% over the same window — lagged it
1 month Sep 1, 2026 $696.62–$933.08 typical range · internal point $805.00 ±14.5% 5/10 Sentiment drag begins, high beta amplifies drift
2 months Oct 1, 2026 $790.00 -3.0% 5/10 Narrative fatigue on AI-power story, mild fade
3 months Nov 1, 2026 $775.00 -4.9% 5/10 Q3 print risk, value gravity starts pulling
4 months Dec 1, 2026 $760.00 -6.7% 4/10 Post-earnings digestion, capex cycle doubts linger
5 months Jan 1, 2027 $745.00 -8.6% 4/10 Year-end positioning, profit-taking on 26 gains
6 months Feb 1, 2027 $735.00 -9.8% 4/10 Mean reversion toward anchored PE, still above fair value

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 $716.48 (-12.1%) — 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

No weaknesses recorded for this run.

All inputs present, no fallbacks used — nothing to flag.

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$814.85
Composite fair value$332.30
Signal-adjusted fair value$301.09
DCF fair value$205.28
Anchored-PE fair value$751.49
Buy-below (value lens)$400.00
Value net score-77
Value confidence7 / 10
Quality net score+59
Memo confidence8 / 10
Deserved value (base)
Quality tilt
Deserved value (used)
Coherence (value × quality)

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 43.3%  3m 50.3%  6m 44.6%  
Daily σ (realism noise)3.2%
Beta vs S&P 500 1m 2.00  3m 2.16  5m 1.88  
Trailing 6-month return25.8%

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 1, 2026 freshest CAT-20260801-001034-7e43
ext-forensic-memo Aug 1, 2026 freshest ext-CAT-20260801-003431-589d
ext-lens-quality Aug 1, 2026 freshest ext-CAT-20260801-003431-589d
ext-lens-sentiment Aug 1, 2026 freshest ext-CAT-20260801-003431-589d
ext-lens-value Aug 1, 2026 freshest ext-CAT-20260801-003431-589d
scenario-valuation Aug 1, 2026 freshest CAT-20260801-001034-7e43
valuation-synthesis Aug 1, 2026 freshest CAT-20260801-001034-7e43

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

Saved History

3 frozen snapshots — the record we score once predictions mature.
MadeModelCallAt callTargetExp.Eval due
Aug 1, 2026 v0.6.0 Bear $814.85 $735.00 -9.8% Feb 2027 viewing
Jul 24, 2026 v0.6.0 Neutral $894.54 $860.00 -3.9% Jan 2027 view
Jun 23, 2026 v0.3.0 view

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.