Expected Value by Product

ProductPriceMean EVMedian EVROI Std DevP5P25P75P95P99Simulated
Pack $9.54 $13.81 $5.42 +44.7% $55.81 $2.22 $3.22 $12.47 $40.5 $115.11 1,008,000
Box $260.39 $331.37 $270.36 +27.3% $258.70 $171.15 $220.2 $355.64 $660.88 $1291.17 42,000
Case $1847.76 $1988.19 $1826.31 +7.6% $637.51 $1394.12 $1613.53 $2138.45 $3105.87 $4585.42 7,000

Mean EV is skewed upward by ultra-rare chase cards; the median tells you what a typical rip returns. Percentiles show the spread: P5 is a bad rip, P95 is a great one.

Hit Odds (per Booster Box)

RarityExpected / PackExpected / BoxExpected / CaseP(≥1 per box)
R 2.6046 62.51 375.07 100.0%
Epic 0.2800 6.72 40.32 100.0%
Overnumber 0.0134 0.32 1.92 32.1%
Alt-Art Rune 0.0310 0.74 4.47 74.5%
Ultimate Rare 0.0000 0.00 0.00 0.0%
Signature Overnumber 0.0013 0.03 0.19 3.2%
Alt-Art Champion 0.0696 1.67 10.03 100.0%

Active Pull-Rate Model

RarityFinishRate / PackOddsSources
C normal 7.0000 7.00 per pack Riot official pack anatomy (14 cards: 7C / 3UC / 2 foil R+ / 1 rare / 1 token)
UC normal 3.0000 3.00 per pack Riot official pack anatomy (14 cards: 7C / 3UC / 2 foil R+ / 1 rare / 1 token)
Epic foil 0.2500 1 : 4 packs Launch-window community calibration (site engine v1 rates); Riftbound TCG: Pull Rates and Set Overview — Origins and Spiritforged (Harlequins Games)
Rune foil 0.1000 1 : 10 packs Launch-window community calibration (site engine v1 rates)
Alt-Art Champion any 0.0694 1 : 14 packs Launch-window community calibration (site engine v1 rates); Riftbound TCG: Pull Rates and Set Overview — Origins and Spiritforged (Harlequins Games)
Alt-Art Rune any 0.0313 1 : 32 packs Launch-window community calibration (site engine v1 rates)
Overnumber any 0.0138 1 : 72 packs Launch-window community calibration (site engine v1 rates); Riftbound TCG: Pull Rates and Set Overview — Origins and Spiritforged (Harlequins Games)
Signature Overnumber any 0.0014 1 : 723 packs Launch-window community calibration (site engine v1 rates); Riftbound TCG: Pull Rates and Set Overview — Origins and Spiritforged (Harlequins Games)

Validation Report

Latest run: PASSED • 36 metrics checked against research data • 0 outside tolerance • 10,000 boxes, 1,000 cases, 100,008 packs

MetricObservedSimulatedDeltaToleranceResult
C (normal) per pack 7 7 +0% ±10% PASS
UC (normal) per pack 3 3 +0% ±10% PASS
ALT_ART_CHAMPION (any) per pack 0.0625 0.069634 +11.42% ±60.00000000000001% PASS
ALT_ART_RUNE (any) per pack 0.03125 0.031267 +0.06% ±60.00000000000001% PASS
EPIC (foil) per pack 0.25 0.279618 +11.85% ±60.00000000000001% PASS
OVERNUMBER (any) per pack 0.01375 0.012999 -5.46% ±60.00000000000001% PASS
RUNE (foil) per pack 0.1 0.098232 -1.77% ±60.00000000000001% PASS
SIG_OVERNUMBER (any) per pack 0.001375 0.00131 -4.73% ±60.00000000000001% PASS
ALT_ART_CHAMPION (any) per pack 0.083333 0.069634 -16.44% ±104.99999999999999% PASS
EPIC (foil) per pack 0.25 0.279618 +11.85% ±104.99999999999999% PASS
OVERNUMBER (any) per pack 0.013889 0.012999 -6.41% ±104.99999999999999% PASS
SIG_OVERNUMBER (any) per pack 0.0014 0.00131 -6.44% ±104.99999999999999% PASS

Research Sources

SourceTypeSampleConfidenceData Points
Riot official pack anatomy (14 cards: 7C / 3UC / 2 foil R+ / 1 rare / 1 token) — Riot Games official 100% 2
Launch-window community calibration (site engine v1 rates) — Cards EV Lab research community aggregate 60% 6
Riftbound TCG: Pull Rates and Set Overview — Origins and Spiritforged (Harlequins Games) — Harlequins Games estimate 30% 4

Pull rates are never hardcoded: every observation is stored with its source and confidence, merged into a weighted model, then verified by simulating 100,000+ packs and comparing the results back against the research data.

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