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Caterpillar Inc.
Industrials · Farm & Heavy Construction Machinery
Made on Jul 24, 2026
Price at call $894.54
6-month call Neutral -3.9%
Target by Jan 2027 $860.00
Great value below $760.00
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 -3.9% to $860.00
Predicted High $870.00 in 2 weeks
Predicted Low $815.00 at 3 months
Max Drawdown (predicted) -8.9%

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 Jul 24, 2026 9:02 am
Neutral CAT trends range-bound to $860.00 (-3.9% from $894.54) by Jan 2027. ride-then-fade
ThesisCAT is stretched after a 41% six-month run with value lens deeply negative and attractive-below at $760, while a risk-off regime and high 1.9 beta amplify near-term downside. Expect a fade over weeks as valuation gravity and defensive rotation press the stock, with partial stabilization into year-end as infra/AI narrative and earnings-beat cadence provide a floor.
Invalidated ifA decisive break above $960 on strong volume, or a shift back to risk-on with CAT holding above $880, would invalidate the fade thesis.
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $894.54 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Jul 24, 2026 $894.54 at call The anchor — every point below is measured from this price and date.
2 weeks Aug 7, 2026 $809.70–$979.38 typical range · internal point $870.00 ±9.5% 6/10 Risk-off regime and high beta pressure recent winners
What actually happened: closed $856.96 on Aug 6, 2026 = -4.2% vs the call (predicted -2.7%)  ·  direction HIT (called flat, was flat)  ·  off by 1.5 pp  ·  accuracy 10/10  ·  typical range ±9.5%: inside the band  ·  S&P +4.0% over the same window — beat it
1 month Aug 24, 2026 $771.60–$1,017.48 typical range · internal point $852.00 ±13.7% 6/10 Valuation fatigue and profit-taking continue near-term
2 months Sep 24, 2026 $835.00 -6.7% 5/10 Drift toward attractive-below zone as sentiment cools
3 months Oct 24, 2026 $815.00 -8.9% 5/10 Earnings print risk and mean reversion toward $760 anchor
4 months Nov 24, 2026 $830.00 -7.2% 4/10 Stabilization as infra/AI narrative reasserts support
5 months Dec 24, 2026 $845.00 -5.5% 4/10 Year-end positioning and quality-lens support firm base
6 months Jan 24, 2027 $860.00 -3.9% 3/10 Modest recovery as regime normalizes but valuation caps upside

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 $0.00 (+0.0%) — 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 · 4 notes — follow the chain top-down (cause → effect).
  • Degraded
    No usable fair-value anchor — brain-only (anchorless) mode: no v0.3 control line, prediction reasons from lenses/sentiment/regime/price behaviour.
    value_anchor
  • Note
    Valuation anchor absent: composite_fair_value.
    anchor:composite_fair_value
  • Note
    Valuation anchor absent: dcf.
    anchor:dcf
  • Note
    Valuation anchor absent: anchored_pe.
    anchor:anchored_pe
  • Note
    Valuation anchor absent: signal_adjusted.
    anchor:signal_adjusted

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$894.54
Composite fair value
Signal-adjusted fair value
DCF fair value
Anchored-PE fair value
Buy-below (value lens)
Value net score-79
Value confidence7 / 10
Quality net score+43
Memo confidence— / 10
Deserved value (base)
Quality tilt
Deserved value (used)
Coherence (value × quality)

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 49.8%  3m 47.6%  6m 43.1%  
Daily σ (realism noise)3.0%
Beta vs S&P 500 1m 1.59  3m 1.90  5m 1.76  
Trailing 6-month return40.7%

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 #8eb3df85c300

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 Jun 23, 2026 30d behind CAT-20260623-030002-66cd
ext-forensic-memo Jul 23, 2026 freshest ext-CAT-20260723-130535-968d
ext-lens-quality Jul 23, 2026 freshest ext-CAT-20260723-130535-968d
ext-lens-sentiment Jul 23, 2026 freshest ext-CAT-20260723-130535-968d
ext-lens-value Jul 23, 2026 freshest ext-CAT-20260723-130535-968d
scenario-valuation Jul 23, 2026 freshest CAT-20260723-124508-05aa
valuation-synthesis Jul 23, 2026 freshest CAT-20260723-124508-05aa

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 view
Jul 24, 2026 v0.6.0 Neutral $894.54 $860.00 -3.9% Jan 2027 viewing
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.