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Illinois Tool Works Inc.
Industrials · Specialty Industrial Machinery
Made on Aug 11, 2026
Price at call $294.52
6-month call Bear -8.3%
Target by Feb 2027 $270.00
Great value below $210.00
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 -8.3% to $270.00
Predicted High $295.80 in 2 weeks
Predicted Low $270.00 at 6 months
Max Drawdown (predicted) -8.3%

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 11, 2026 1:21 am
Bear ITW trends lower to $270.00 (-8.3% from $294.52) by Feb 2027. decay
ThesisITW is richly valued versus every fair-value anchor but the tape is risk-on, quality is high, and beta is low, so mean reversion is slow. Expect a mild drift lower over six months as multiple compression grinds against a durable narrative, not a violent repricing.
Invalidated ifA break above $310 on volume or a beat-and-raise catalyst would invalidate; conversely a break below $270 accelerates the path.
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $294.52 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Aug 11, 2026 $294.52 at call The anchor — every point below is measured from this price and date.
2 weeks Aug 25, 2026 $281.82–$307.22 typical range · internal point $295.80 ±4.3% 6/10 Risk-on tape and low beta keep drift minimal
1 month Sep 11, 2026 $276.11–$312.93 typical range · internal point $293.00 ±6.2% 6/10 No catalyst; narrative support offsets valuation drag
2 months Oct 11, 2026 $288.50 -2.0% 5/10 Valuation gravity begins as momentum fades
3 months Nov 11, 2026 $283.00 -3.9% 5/10 Q3 print risk; multiple compression edges in
4 months Dec 11, 2026 $278.00 -5.6% 4/10 Year-end rebalancing trims stretched industrials
5 months Jan 11, 2027 $274.00 -7.0% 4/10 January reset favors cheaper cyclicals over ITW
6 months Feb 11, 2027 $270.00 -8.3% 4/10 Slow convergence toward anchored-PE 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 $267.31 (-9.2%) — 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 · 0 notes — follow the chain top-down (cause → effect).
  • Degraded
    [warning] Valuation is extremely fragile — almost no scenarios support the current price
    upstream:valuation-synthesis

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$294.52
Composite fair value$138.65
Signal-adjusted fair value$131.47
DCF fair value$125.67
Anchored-PE fair value$192.12
Buy-below (value lens)$210.00
Value net score-65
Value confidence7 / 10
Quality net score+76
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 27.3%  3m 21.6%  6m 21.9%  
Daily σ (realism noise)1.4%
Beta vs S&P 500 1m 0.06  3m 0.40  5m 0.58  
Trailing 6-month return0.3%

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 11, 2026 freshest ITW-20260811-000713-e8ba
ext-forensic-memo Aug 11, 2026 freshest ext-ITW-20260811-010850-3235
ext-lens-quality Aug 11, 2026 freshest ext-ITW-20260811-010850-3235
ext-lens-sentiment Aug 11, 2026 freshest ext-ITW-20260811-010850-3235
ext-lens-value Aug 11, 2026 freshest ext-ITW-20260811-010850-3235
scenario-valuation Aug 11, 2026 freshest ITW-20260811-000713-e8ba
valuation-synthesis Aug 11, 2026 freshest ITW-20260811-000713-e8ba

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

Saved History

2 frozen snapshots — the record we score once predictions mature.
MadeModelCallAt callTargetExp.Eval due
Aug 11, 2026 v0.6.0 Bear $294.52 $270.00 -8.3% Feb 2027 viewing
Jul 13, 2026 v0.3.0 Neutral $268.81 $266.38 -0.9% Jan 2027 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.