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LKQ Corporation
Consumer Cyclical · Auto Parts
Made on Aug 5, 2026
Price at call $24.49
6-month call Bull +12.7%
Target by Feb 2027 $27.60
Great value below $26.00
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 +12.7% to $27.60
Predicted High $27.60 at 6 months
Predicted Low $23.70 at 1 month
Max Drawdown (predicted) -3.2%

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 5, 2026 2:39 am
Bull LKQ trends higher to $27.60 (+12.7% from $24.49) by Feb 2027. dip-then-recover
ThesisLKQ is deeply discounted versus fair value but weighed down by a guidance cut and negative sentiment with no near-term catalyst. Expect continued pressure or drift in the first weeks, then gradual mean reversion as value gravity and low beta cushion downside, with modest recovery toward the deterministic baseline by month 6.
Invalidated ifA break below $22 on heavy volume or another guide cut would falsify; conversely a sharp move above $28 pre-earnings signals faster convergence.
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $24.49 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Aug 5, 2026 $24.49 at call The anchor — every point below is measured from this price and date.
2 weeks Aug 19, 2026 $22.18–$26.80 typical range · internal point $24.10 ±9.4% 6/10 Sentiment overhang keeps price soft near current levels
What actually happened: closed $25.95 on Aug 19, 2026 = +6.0% vs the call (predicted -1.6%)  ·  direction MISS (called flat, was up)  ·  off by 7.6 pp  ·  accuracy 4/10  ·  typical range ±9.4%: inside the band  ·  S&P +0.2% over the same window — lagged it
1 month Sep 5, 2026 $21.15–$27.83 typical range · internal point $23.70 ±13.6% 6/10 Post-guidance drift continues without catalyst
2 months Oct 5, 2026 $24.20 -1.2% 5/10 Value buyers step in below 24 threshold
3 months Nov 5, 2026 $25.40 +3.7% 5/10 Q3 print approaches, beat history supports bid
4 months Dec 5, 2026 $26.30 +7.4% 4/10 Earnings reaction and value gravity lift shares
5 months Jan 5, 2027 $27.00 +10.2% 4/10 Year-end repositioning into discounted names
6 months Feb 5, 2027 $27.60 +12.7% 4/10 Slow convergence toward fair value baseline

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 $27.67 (+13.0%) — 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 · 0 notes — follow the chain top-down (cause → effect).
  • Degraded
    [critical] AI analysis identifies strong headwinds — multiple forces working against this stock
    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$24.49
Composite fair value$43.28
Signal-adjusted fair value$38.69
DCF fair value$44.53
Anchored-PE fair value$45.31
Buy-below (value lens)$26.00
Value net score+37
Value confidence6 / 10
Quality net score-9
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 64.9%  3m 47.3%  6m 41.3%  
Daily σ (realism noise)3.0%
Beta vs S&P 500 1m -0.43  3m 0.29  5m 0.53  
Trailing 6-month return-24.7%

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 #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 LKQ-20260803-171349-a8bd
ext-forensic-memo Aug 3, 2026 freshest ext-LKQ-20260803-180347-d824
ext-lens-quality Aug 3, 2026 freshest ext-LKQ-20260803-180347-d824
ext-lens-sentiment Aug 3, 2026 freshest ext-LKQ-20260803-180347-d824
ext-lens-value Aug 3, 2026 freshest ext-LKQ-20260803-180347-d824
valuation-synthesis Aug 3, 2026 freshest LKQ-20260803-171349-a8bd

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 5, 2026 v0.6.0 Bull $24.49 $27.60 +12.7% 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.