Skip to main content
O'Reilly Automotive Inc.
Consumer Cyclical · Auto Parts
Made on Jul 16, 2026
Price at call $82.73
6-month call Neutral -4.4%
Target by Jan 2027 $79.06
Great value below $65.00
Model v0.3.0

Projection vs Actual (6M history + forecast)

Our straight 6-month prediction (bold) with a textured realism line, and the actual price overlaid from the prediction date forward.

Forecast

One directional 6-month call and the six monthly points we'll be scored against. Predicted Jul 16, 2026 6:27 am
Neutral ORLY trends range-bound to $79.06 (-4.4% from $82.73) by Jan 2027.
Monthmonths after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $82.73 at call
Prediction made Jul 16, 2026 $82.73 at call
M1 Aug 16, 2026 $82.12 -0.7%
What actually happened: closed $91.05 on Aug 14, 2026 = +10.1% vs the call (predicted -0.7%)  ·  direction MISS (called flat, was up)  ·  off by 10.8 pp  ·  accuracy 4/10  ·  S&P +3.3% over the same window — lagged it
M2 Sep 16, 2026 $81.51 -1.5%
M3 Oct 16, 2026 $80.89 -2.2%
M4 Nov 16, 2026 $80.28 -3.0%
M5 Dec 16, 2026 $79.67 -3.7%
M6 Jan 16, 2027 $79.06 -4.4%

Deserved value (DCF/composite) is $63.53; over 6 months we project closing only part-way to it (reach 19.1%). Value-only — see Not Yet Modeled below.

Weaknesses

No weaknesses recorded for this run.

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

Equation Inputs

Everything feeding the v0.3.0 model — value anchors, the stock's own price behaviour, and the tunable knobs.

Value anchors (from deep analysis)

Price at call$82.73
Composite fair value$59.78
Signal-adjusted fair value$56.62
DCF fair value$46.63
Anchored-PE fair value$107.69
Buy-below (value lens)$65.00
Value net score-100
Value confidence7 / 10
Quality net score+97
Memo confidence8 / 10
Deserved value (base)$53.21
Quality tilt+19.4%
Deserved value (used)$63.53
Coherence (value × quality)0.50

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 37.0%  3m 32.1%  6m 28.6%  
Daily σ (realism noise)2.0%
Beta vs S&P 500 1m -0.65  3m -0.24  5m -0.02  
Trailing 6-month return-13.5%

Knobs (equation params)

Deserved wt · DCF0.5
Quality tilt cap (±)0.2
Horizon reach (6mo)0.45
Coherence floor (conflict)0.5
Conviction gain / pt0.06
Realism mean-reversion φ0.85
Conviction floor0.4
Deserved wt · composite0.5
Realism vol window3m
Neutral band (%)5
Horizon (months)6
Realism σ fallback0.015

Version & Tech Chain

What produced this prediction — stamped on the record so versions can be compared by success rate later.
Model v0.3.0 #6bd904191719

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 16, 2026 freshest ORLY-20260716-030001-ff22
ext-forensic-memo Jul 16, 2026 freshest ext-ORLY-20260716-035105-3ff1
ext-lens-quality Jul 16, 2026 freshest ext-ORLY-20260716-035105-3ff1
ext-lens-value Jul 16, 2026 freshest ext-ORLY-20260716-035105-3ff1
scenario-valuation Jul 16, 2026 freshest ORLY-20260716-030001-ff22
valuation-synthesis Jul 16, 2026 freshest ORLY-20260716-030001-ff22

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 13, 2026 v0.3.0 view
Jul 16, 2026 v0.3.0 Neutral $82.73 $79.06 -4.4% Jan 2027 viewing

Not Yet Modeled

What this v0.3.0 forecast deliberately ignores — the work ahead, in plain sight.
  • Signal-adjusted fair value ($56.62) — the red-flag-adjusted anchor isn't the primary input yet (we use the raw DCF/composite blend, which double-counts DCF).
  • Recent momentum / drift — the line takes off straight; the trailing 6-month move (-13.5%) doesn't bend the slope.
  • Market beta — computed (1–5mo) for context but does not condition the path.
  • Earnings dates, catalysts, and known events — not modeled.
  • Macro regime & sector rotation — not modeled.
  • Horizon is a fixed 6-month assumption, not a modeled time-to-target.
  • Outcome scoring — predictions aren't yet graded against realized price once the evaluation date passes.