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AutoZone Inc.
Consumer Cyclical · Auto Parts
Made on Jul 22, 2026
Price at call $3,013.03
6-month call Bull +6.2%
Target by Jan 2027 $3,200.00
Great value below $2,600.00
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 +6.2% to $3,200.00
Predicted High $3,200.00 at 6 months
Predicted Low $2,985.00 at 2 months
Max Drawdown (predicted) -0.9%

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 22, 2026 6:26 am
Bull AZO trends higher to $3,200.00 (+6.2% from $3,013.03) by Jan 2027. dip-then-recover
ThesisAZO trades below composite fair value with sentiment-driven analyst optimism as the main tailwind, but weak recent momentum (-14.5% 6mo) and a 2-of-8 EPS beat rate cap near-term recovery. Expect gradual drift toward the composite anchor with an earnings-related bend around the September print.
Invalidated ifA large Sept earnings miss driving AZO below $2,700, or breach above $3,300 pre-earnings on unexpected momentum shift
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $3,013.03 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Jul 22, 2026 $3,013.03 at call The anchor — every point below is measured from this price and date.
2 weeks Aug 5, 2026 $2,799.64–$3,226.42 typical range · internal point $3,025.00 ±7.1% 6/10 Low-vol defensive drift in neutral regime
What actually happened: closed $3,028.03 on Aug 4, 2026 = +0.5% vs the call (predicted +0.4%)  ·  direction HIT (called flat, was flat)  ·  off by 0.1 pp  ·  accuracy 10/10  ·  typical range ±7.1%: inside the band  ·  S&P +3.2% over the same window — beat it
1 month Aug 22, 2026 $2,703.80–$3,322.26 typical range · internal point $3,045.00 ±10.3% 5/10 Mild mean reversion toward composite fair value
What actually happened: closed $2,958.65 on Aug 21, 2026 = -1.8% vs the call (predicted +1.1%)  ·  direction HIT (called flat, was flat)  ·  off by 2.9 pp  ·  accuracy 9/10  ·  typical range ±10.3%: inside the band  ·  S&P +2.3% over the same window — beat it
2 months Sep 22, 2026 $2,985.00 -0.9% 3/10 Sept earnings risk given 25% beat rate
3 months Oct 22, 2026 $3,080.00 +2.2% 4/10 Post-print reset, value gravity resumes
4 months Nov 22, 2026 $3,140.00 +4.2% 4/10 Analyst optimism pulls toward anchored PE
5 months Dec 22, 2026 $3,175.00 +5.4% 4/10 Year-end defensive bid, low beta favored
6 months Jan 22, 2027 $3,200.00 +6.2% 4/10 Convergence toward composite fair value anchor

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 $3,203.77 (+6.3%) — 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
    Sector in contraction — demand weakening across the industry
    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$3,013.03
Composite fair value$3,209.03
Signal-adjusted fair value$2,737.30
DCF fair value
Anchored-PE fair value$4,249.36
Buy-below (value lens)$2,600.00
Value net score-60
Value confidence7 / 10
Quality net score+50
Memo confidence7 / 10
Deserved value (base)
Quality tilt
Deserved value (used)
Coherence (value × quality)

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 38.8%  3m 35.6%  6m 33.1%  
Daily σ (realism noise)2.2%
Beta vs S&P 500 1m -1.18  3m -0.23  5m 0.33  
Trailing 6-month return-14.5%

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 Jul 22, 2026 freshest AZO-20260722-030001-5d8b
ext-forensic-memo Jul 22, 2026 freshest ext-AZO-20260722-055558-9e47
ext-lens-quality Jul 22, 2026 freshest ext-AZO-20260722-055558-9e47
ext-lens-sentiment Jul 22, 2026 freshest ext-AZO-20260722-055558-9e47
ext-lens-value Jul 22, 2026 freshest ext-AZO-20260722-055558-9e47
valuation-synthesis Jul 22, 2026 freshest AZO-20260722-030001-5d8b

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 17, 2026 v0.6.0 Bear $3,025.00 $2,860.00 -5.5% Feb 2027 view
Jul 22, 2026 v0.6.0 Bull $3,013.03 $3,200.00 +6.2% Jan 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.