Grid Walk / Cup Series
Model live
RACE 24 / 36 2026 CUP SERIES • POST-QUALIFYING • POST-PRACTICE

Richmond RacewayCook Out 400

DateSaturday, August 15, 2026
Track TypeShort Track
Field37 drivers
SHORT TRACK
Richmond Raceway Updated 2026-08-15 21:15 • Practice

01 Model Brief

Generated 2026-08-15 21:15
#1
Best by Expected Points · Win 16.3%

Ryan Blaney • #12 Team Penske

Why: strong track-type ELO, top-tier driver ELO, front-row start (P1).
Lowest DNF risk: Chase Briscoe (4.3%) · See all picks →
EP Expected Points — Win=10, Top5=7, Top10=5, Top20=3, Made=1, DNF=0. Higher = better projected finish.
Win Profile
Ryan Blaney
Win 16.3% • Top-5 45%EP 5.76
Safest Play
— — — — —
Top-10 prob • DNF risk
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Upside Driver
— — — — —
Win prob • Starting grid
◦ Subscriber
Risk Flag
Cody Ware
DNF prob 39.5%
Race Confidence
HIGH • 82/100
Confidence blends this track type's historical accuracy, race volatility, and model calibration.

02 Track Confidence

L12 of short track
82/100
HIGH
Short ovals reward consistency and qualifying position. Model has historically been most accurate at this track type.
Win pick hit rate
8%
Top-5 hit rate
50%
Rank fit (ρ)
0.53

03 Driver Spotlight

Top 3 by EP
#12 Team Penske
1
Ryan Blaney
Win 16.3%
Top-5 45%
Exp pts 5.76
Start P1
Driver ELO 1515
Track-type ELO 1514
Why this pick Why: strong track-type ELO, top-tier driver ELO, front-row start (P1).
#19 Joe Gibbs Racing
2
Chase Briscoe
Win
Top-5
Exp pts
Start
Driver ELO
Track-type ELO
Why this pick Watch this driver's full breakdown — track-history, ELO trend, and risk flags — with a subscription.
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#24 Hendrick Motorsports
3
William Byron
Win
Top-5
Exp pts
Start
Driver ELO
Track-type ELO
Why this pick Watch this driver's full breakdown — track-history, ELO trend, and risk flags — with a subscription.
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Full driver breakdowns

Why this pick, watch-outs, and the features driving the rank.

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04 Quick Picks

Top 2 free • full list w/ subscriber
Best Win Picks
#12Ryan Blaney
16.3%
#11Denny Hamlin
12.6%
#19Chase Briscoe
SUB
#54Ty Gibbs
SUB
#24William Byron
SUB
Best Top-3 Picks
#12Ryan Blaney
30.7%
#19Chase Briscoe
28.7%
#11Denny Hamlin
SUB
#24William Byron
SUB
#20Christopher Bell
SUB
Best Top-5 Picks
#19Chase Briscoe
45.1%
#12Ryan Blaney
45.1%
#11Denny Hamlin
SUB
#24William Byron
SUB
#20Christopher Bell
SUB
Best Top-10 Picks
#12Ryan Blaney
70.2%
#24William Byron
66.3%
#19Chase Briscoe
SUB
#20Christopher Bell
SUB
#22Joey Logano
SUB
Best Value
#12Ryan Blaney
5.48
#19Chase Briscoe
4.88
#24William Byron
SUB
#11Denny Hamlin
SUB
#22Joey Logano
SUB
Highest DNF Risk
#51Cody Ware
39.5%
#Josh Bilicki
28.0%
#45Tyler Reddick
SUB
#5Kyle Larson
SUB
#34Todd Gilliland
SUB
Practice Risers

Drivers who outran their model rank in practice this week — the kind of edge fantasy and bet builders look for.

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Track Sleepers

Mid-pack drivers with strong history at this specific track — often the most overlooked value picks.

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05 Full Projections

37 drivers • top 5 free
Column key — what these meantap to open
Identity
Rank
Predicted finish rank by Expected Points. The model's #1 pick is at the top.
#
Car number.
Q
Qualifying / starting position.
Model output
EP
Expected Points — Σ(bucket probability × bucket points). The model's primary signal. Higher = better projected finish; range 0–10.
Win%
Probability of winning the race.
T3%
Probability of finishing 1st through 3rd (podium).
T5%
Probability of finishing in the top 5.
T10% / T20%
Probability of finishing in the top 10 / top 20.
Made%
Probability of finishing 21st or worse but actually completing the race — the "ran in the back" bucket.
DNF%
Probability of not finishing (crash, mechanical, etc.).
EP scoring: Win=10, Top5=7, Top10=5, Top20=3, Made=1, DNF=0.
Ratings & features
ELO / Drv ELO
Overall driver ELO rating. 1500 = field average; the spread across the field is roughly 30 points (1490–1520).
TT ELO
Driver ELO at this specific track type (superspeedway / intermediate / short track / road course).
Org
Organization equipment rating — recent finish history of the team's cars overall. Higher = stronger team.
QualΔ
Qualifying delta vs the field average for this race. Negative = qualified better than average.
SFΔ
Rolling start-finish delta at this track type. Negative = the driver typically gains positions over the course of similar races.
Track + practice
Track
Average finishing position at this specific track, with career starts in parentheses. Color: green ≤12, amber ≤18, dim otherwise. Hover shows best finish + last 3 starts.
Prac
Practice speed adjustment to the model's prediction. Positive (green) = faster than the field average in practice; negative (red) = slower. Dash means no practice session yet, or no data for that driver.
Rank # Driver Team Q EP Win% T3% T5% T10% DNF% ELO Org Track Prac
1 12 Ryan Blaney Team Penske P1 5.76 16.3% 30.7% 45% 70% 5.0% 1515 25.1 13 (10) +0.26
2 19 Chase Briscoe Joe Gibbs Racing P2 5.10 12.2% 28.7% 45% 62% 4.3% 1511 29.9 16 (9) +0.06
3 24 William Byron Hendrick Motorsports P5 5.07 8.3% 24.1% 40% 66% 4.9% 1511 23.6 14 (10) +0.03
4 11 Denny Hamlin Joe Gibbs Racing P14 5.01 12.6% 26.9% 41% 60% 5.7% 1512 29.9 6 (10) +0.03
5 22 Joey Logano Team Penske P10 4.78 4.9% 19.6% 34% 60% 4.6% 1506 25.1 7 (10) +0.16
6 20 Christopher Bell Joe Gibbs Racing
7 6 Brad Keselowski RFK Racing
8 23 Bubba Wallace 23XI Racing
9 54 Ty Gibbs Joe Gibbs Racing
10 21 Josh Berry Wood Brothers Racing
11 9 Chase Elliott Hendrick Motorsports
12 60 Ryan Preece RFK Racing
13 2 Austin Cindric Team Penske
14 77 Carson Hocevar Spire Motorsports
15 1 Ross Chastain Trackhouse Racing
16 3 Austin Dillon Richard Childress Racing
17 5 Kyle Larson Hendrick Motorsports
18 71 Michael McDowell Spire Motorsports
19 45 Tyler Reddick 23XI Racing
20 7 Daniel Suarez Spire Motorsports
21 48 Alex Bowman Hendrick Motorsports
22 88 Connor Zilisch Trackhouse Racing
23 35 Riley Herbst 23XI Racing
24 16 A.J. Allmendinger Kaulig Racing
25 17 Chris Buescher RFK Racing
26 43 Erik Jones Legacy Motor Club
27 42 John Hunter Nemechek Legacy Motor Club
28 97 Shane van Gisbergen Trackhouse Racing
29 34 Todd Gilliland Front Row Motorsports
30 47 Ricky Stenhouse Jr. Hyak Motorsports
31 38 Zane Smith Front Row Motorsports
32 41 Cole Custer Haas Factory Team
33 33 Austin Hill Richard Childress Racing
34 10 Ty Dillon Kaulig Racing
35 4 Noah Gragson Front Row Motorsports
36 51 Cody Ware Rick Ware Racing
37 Josh Bilicki
Rank # Driver Team EP Win% T5% T10% T20% Made% DNF%
1 12 Ryan Blaney Team Penske 5.76 16.3% 45% 70% 86% 95% 5.0%
2 19 Chase Briscoe Joe Gibbs Racing 5.10 12.2% 45% 62% 78% 96% 4.3%
3 24 William Byron Hendrick Motorsports 5.07 8.3% 40% 66% 85% 95% 4.9%
4 11 Denny Hamlin Joe Gibbs Racing 5.01 12.6% 41% 60% 82% 94% 5.7%
5 22 Joey Logano Team Penske 4.78 4.9% 34% 60% 80% 95% 4.6%
6 20 Christopher Bell Joe Gibbs Racing
7 6 Brad Keselowski RFK Racing
8 23 Bubba Wallace 23XI Racing
9 54 Ty Gibbs Joe Gibbs Racing
10 21 Josh Berry Wood Brothers Racing
11 9 Chase Elliott Hendrick Motorsports
12 60 Ryan Preece RFK Racing
13 2 Austin Cindric Team Penske
14 77 Carson Hocevar Spire Motorsports
15 1 Ross Chastain Trackhouse Racing
16 3 Austin Dillon Richard Childress Racing
17 5 Kyle Larson Hendrick Motorsports
18 71 Michael McDowell Spire Motorsports
19 45 Tyler Reddick 23XI Racing
20 7 Daniel Suarez Spire Motorsports
21 48 Alex Bowman Hendrick Motorsports
22 88 Connor Zilisch Trackhouse Racing
23 35 Riley Herbst 23XI Racing
24 16 A.J. Allmendinger Kaulig Racing
25 17 Chris Buescher RFK Racing
26 43 Erik Jones Legacy Motor Club
27 42 John Hunter Nemechek Legacy Motor Club
28 97 Shane van Gisbergen Trackhouse Racing
29 34 Todd Gilliland Front Row Motorsports
30 47 Ricky Stenhouse Jr. Hyak Motorsports
31 38 Zane Smith Front Row Motorsports
32 41 Cole Custer Haas Factory Team
33 33 Austin Hill Richard Childress Racing
34 10 Ty Dillon Kaulig Racing
35 4 Noah Gragson Front Row Motorsports
36 51 Cody Ware Rick Ware Racing
37 Josh Bilicki
Rank # Driver Team Q EP Drv ELO TT ELO Org QualΔ SFΔ
1 12 Ryan Blaney Team Penske P1 5.76 1515 1514 25.1 +18.0 +0.2
2 19 Chase Briscoe Joe Gibbs Racing P2 5.10 1511 1511 29.9 +17.0 +4.8
3 24 William Byron Hendrick Motorsports P5 5.07 1511 1509 23.6 +14.0 -2.5
4 11 Denny Hamlin Joe Gibbs Racing P14 5.01 1512 1512 29.9 +5.0 +5.2
5 22 Joey Logano Team Penske P10 4.78 1506 1506 25.1 +9.0 -1.0
6 20 Christopher Bell Joe Gibbs Racing
7 6 Brad Keselowski RFK Racing
8 23 Bubba Wallace 23XI Racing
9 54 Ty Gibbs Joe Gibbs Racing
10 21 Josh Berry Wood Brothers Racing
11 9 Chase Elliott Hendrick Motorsports
12 60 Ryan Preece RFK Racing
13 2 Austin Cindric Team Penske
14 77 Carson Hocevar Spire Motorsports
15 1 Ross Chastain Trackhouse Racing
16 3 Austin Dillon Richard Childress Racing
17 5 Kyle Larson Hendrick Motorsports
18 71 Michael McDowell Spire Motorsports
19 45 Tyler Reddick 23XI Racing
20 7 Daniel Suarez Spire Motorsports
21 48 Alex Bowman Hendrick Motorsports
22 88 Connor Zilisch Trackhouse Racing
23 35 Riley Herbst 23XI Racing
24 16 A.J. Allmendinger Kaulig Racing
25 17 Chris Buescher RFK Racing
26 43 Erik Jones Legacy Motor Club
27 42 John Hunter Nemechek Legacy Motor Club
28 97 Shane van Gisbergen Trackhouse Racing
29 34 Todd Gilliland Front Row Motorsports
30 47 Ricky Stenhouse Jr. Hyak Motorsports
31 38 Zane Smith Front Row Motorsports
32 41 Cole Custer Haas Factory Team
33 33 Austin Hill Richard Childress Racing
34 10 Ty Dillon Kaulig Racing
35 4 Noah Gragson Front Row Motorsports
36 51 Cody Ware Rick Ware Racing
37 Josh Bilicki
32 more drivers behind the paywall.
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Grid Walk • Cup Series Model v2 (XGBoost) Generated 2026-08-15 21:15 • Practice blended
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