NFL AI Predictions for Week 1: ATS Picks & Score Projections for Every Game

C Jackson Cowart - Betting Analyst at Covers.com
C Jackson Cowart • Betting Analyst 10+ years betting experience
Updated: Sep 9, 2026 , 12:00 PM ET

We trained ChatGPT to project the final score for all 16 games in NFL Week 1, along with ATS and Over/Under picks based on the latest odds from Kalshi.

NFL AI predictions Week 1, Las Vegas Raiders quarterback Fernando Mendoza (15) rolls out of the pocket.
Photo By - Photo by Christopher Trim / Imagn Images via Reuters Connect. Las Vegas Raiders quarterback Fernando Mendoza (15) rolls out of the pocket.

With the season kicking off tonight, we're rolling out our NFL AI predictions for Week 1 with picks and score predictions for all 16 games from our custom AI projection model. First we generate the scores based on historical data and current projections using real-time team ratings, then compare them with Kalshi’s lines to make our NFL picks against the spread and on the total. Below, we break down our best picks, biggest upset, and full prediction for every matchup in Week 1.

NFL AI picks for every Week 1 game

All lines based on the market price at Kalshi at time of publish; all times Eastern. Click on the final score to see a full matchup breakdown.

Kickoff Matchup ATS O/U Score
Sep 98:20pNBC
NE SEA
NE+3.5 Over44.5 SEA 24NE 21
Sep 108:35pNetflix
SF LAR
LAR-3.5 Over47.5 LAR 27SF 23
Sep 131pFOX
CHI CAR
CAR+3.5 Under46.5 CHI 23CAR 21
Sep 131pCBS
BAL IND
IND+3.5 Over47.5 BAL 26IND 23
Sep 131pFOX
ATL PIT
PIT-3.5 Over42.5 PIT 24ATL 20
Sep 131pCBS
CLE JAX
JAX-7.5 Over40.5 JAX 27CLE 16
Sep 131pFOX
TB CIN
TB+3.5 Under50.5 TB 25CIN 24
Sep 131pCBS
NYJ TEN
TEN-1.5 Over39.5 TEN 23NYJ 20
Sep 131pFOX
NO DET
DET-6.5 Under49.5 DET 27NO 19
Sep 131pCBS
BUF HOU
HOU+1.5 Over44.5 BUF 23HOU 22
Sep 134:25pCBS
ARI LAC
ARI+9.5 Under47.5 LAC 26ARI 20
Sep 134:25pCBS
GB MIN
GB+1.5 Under45.5 MIN 21GB 20
Sep 134:25pFOX
MIA LV
Best Pick
MIA+3.5 Over40.5 MIA 22LV 20
Sep 134:25pFOX
WAS PHI
WAS+5.5 Over44.5 PHI 25WAS 20
Sep 138:20pNBC
DAL NYG
NYG+2.5 Over47.5 DAL 25NYG 24
Sep 148:15pESPN / ABC
DEN KC
DEN+2.5 Under43.5 DEN 21KC 20
Best Pick to coverDolphins at Raiders

Dolphins +3.5

Score prediction
Dolphins 22, Raiders 20

Willis gives Miami a way to spoil the opener.

Malik Willis gives this Miami offense an element Las Vegas has to account for even when the coverage is right. He averaged 6.2 yards per carry in his two seasons with Green Bay, and his ability to escape can turn a stalled possession into a fresh set of downs. Maxx Crosby is the obvious threat up front, but the Raiders have to be disciplined in their rush lanes. Letting Willis out of the pocket would make life much easier for the Dolphins.

Las Vegas has its own adjustments to make with Kirk Cousins running Klint Kubiak’s offense. Our model has Miami winning 22–20, so we’re happy to take the 3.5 points. That gives us the week’s largest gap between a projected margin and the spread, along with protection against a field-goal loss. Dolphins +3.5 is our best pick to open the season.

NFL AI biggest upset: Buccaneers over Bengals

Biggest outright upsetBuccaneers at Bengals

Buccaneers Win outright

Score prediction
Buccaneers 25, Bengals 24

Baker Mayfield can keep pace with Joe Burrow.

Picking against Joe Burrow at home comes with an obvious concern: Cincinnati can punish an aggressive defense. Burrow posted a 115.8 passer rating against the blitz last season, so Tampa Bay needs its front to win some rushes without leaving the secondary short-handed. We expect Baker Mayfield to keep Tampa Bay scoring, even if Burrow hits a few big plays.

The model calls it 25–24 Tampa Bay. The Bucs and Dolphins are both getting 3.5 points, making them the largest spread underdogs we expect to win outright. Tampa Bay gets the upset spotlight at a 36% Kalshi win price, compared with 37% for Miami. We’re taking Bucs +3.5 in the table, but the featured selection here is Tampa Bay to win.

NFL Week 1 AI predictions and analysis

Win probability courtesy of Kalshi at time of publish; odds may vary.

Patriots vs Seahawks AI prediction

WED · 8:20 P.M. ET · NBC
New EnglandPatriots
2124
Score prediction
SeattleSeahawks
KalshiWin probability · market-implied
NE 39%SEA 62%
Projected marginSeahawks by 3
Projected total45 points
More analysis

We like Seattle to win the rematch, but New England to keep it close. Losing TreVeyon Henderson to an ankle injury makes the Patriots’ job harder. Staying out of long-yardage situations becomes even more important without him, especially on the road. Still, the model has New England hanging around in a 24–21 loss, so we’re taking the points with Patriots +3.5.

The total is a much closer call. Our 45-point projection puts us on Over 44.5, but there’s little room for either offense to have an off night. This looks like a competitive opener, with that extra half point above a field goal worth having on the New England side.

49ers vs Rams AI prediction

THU · 8:35 P.M. ET · NETFLIX · MELBOURNE
San Francisco49ers
2327
Score prediction
Los AngelesRams
KalshiWin probability · market-implied
SF 36%LAR 65%
Projected marginRams by 4
Projected total50 points
More analysis

The Rams get our nod in an unusual setting for this rivalry. Los Angeles is the designated home team, but this is a neutral-site game in Melbourne. Myles Garrett is expected to make his Rams debut while Aaron Donald sits out, putting the spotlight on whether that pass rush can disrupt San Francisco without needing extra blitzers.

We expect the 49ers to score enough to keep Los Angeles working, with the model calling for a 27–23 Rams win. That puts us on Rams -3.5 and Over 47.5. The total is the more interesting of the two: we have both teams reaching the 20s and combining for 50 points.

Bears vs Panthers AI prediction

SUN · 1 P.M. ET · FOX
ChicagoBears
2321
Score prediction
CarolinaPanthers
KalshiWin probability · market-implied
CHI 60%CAR 41%
Projected marginBears by 2
Projected total44 points
More analysis

Ben Johnson’s offense gives us reason to trust Chicago on the road. The biggest change in Caleb Williams’ first year with Ben Johnson was how often the Bears avoided drive-killing sacks: 24, down from 68 as a rookie. That’s a much better foundation for winning on the road, where an offense can’t afford to keep putting itself behind the chains.

Our model stops short of a convincing Chicago win, though, landing at 23–21. We’ll take Carolina +3.5 and Under 46.5. The Bears are the straight-up pick, but the forecast gives the Panthers enough scoring to stay within reach rather than spend the afternoon chasing a two-score deficit.

Ravens vs Colts AI prediction

SUN · 1 P.M. ET · CBS
BaltimoreRavens
2623
Score prediction
IndianapolisColts
KalshiWin probability · market-implied
BAL 62%IND 39%
Projected marginRavens by 3
Projected total49 points
More analysis

Indianapolis has enough ways to move the ball to stay in this one. Jonathan Taylor is the starting point, but Josh Downs and Tyler Warren also give Daniel Jones options underneath. Making Baltimore tackle in space is a sensible way to keep the offense moving without asking Jones to force the ball downfield in his return.

There’s a good matchup on the other side, too: Colts defensive coordinator Lou Anarumo knows Lamar Jackson well from his years in Cincinnati. We still have Baltimore winning 26–23, but we’ll take Indianapolis +3.5 at home. The 49-point forecast also puts us on Over 47.5.

Falcons vs Steelers AI prediction

SUN · 1 P.M. ET · FOX
AtlantaFalcons
2024
Score prediction
PittsburghSteelers
KalshiWin probability · market-implied
ATL 37%PIT 63%
Projected marginSteelers by 4
Projected total44 points
More analysis

Pittsburgh gets a narrow vote of confidence in Mike McCarthy’s debut. The Steelers have plenty of veteran experience, which should help with the early adjustments under a new staff. Protection is worth watching, though: Pittsburgh has been working through its options at right tackle, and the offense needs that spot settled enough to keep the playbook open.

We have the Steelers winning 24–20, making Pittsburgh -3.5 a modest lean. Atlanta is close enough in that forecast to make a late possession matter, so this isn’t a pick that depends on Pittsburgh cruising. Over 42.5 is the total selection, with both teams projected to reach 20.

Browns vs Jaguars AI prediction

SUN · 1 P.M. ET · CBS
ClevelandBrowns
1627
Score prediction
JacksonvilleJaguars
KalshiWin probability · market-implied
CLE 22%JAX 79%
Projected marginJaguars by 11
Projected total43 points
More analysis

Jacksonville is the favorite we expect to create the most separation. Trevor Lawrence is in his second year with Liam Coen, while Cleveland is starting over under Todd Monken. That continuity gives the Jaguars an appealing setup at home, especially if they can establish a lead and make the Browns’ new offense play from behind.

The model makes this our only double-digit result of the week: Jaguars 27, Browns 16. We’re laying 7.5 with Jacksonville and taking Over 40.5. The Over does lean heavily on the home team, but 27 points from the Jaguars would leave Cleveland with a manageable contribution to get it there.

Buccaneers vs Bengals AI prediction

SUN · 1 P.M. ET · FOX
Tampa BayBuccaneers
2524
Score prediction
CincinnatiBengals
KalshiWin probability · market-implied
TB 36%CIN 65%
Projected marginBuccaneers by 1
Projected total49 points
More analysis

The Bucs have to be selective about when they go after Joe Burrow. Cincinnati’s quarterback posted a 115.8 passer rating against the blitz last season, so sending extra rushers is hardly a free pass to get him off schedule. Tampa Bay needs pressure from its front and sound tackling behind it to give Baker Mayfield a chance to answer.

We think the Bucs can do enough, with the model giving them a 25–24 road win. Tampa Bay +3.5 is the ATS pick, and the outright upset earns a feature above. We’re also on Under 50.5; there should be plenty to watch here without the game needing to turn into a 30-point afternoon for either team.

Jets vs Titans AI prediction

SUN · 1 P.M. ET · CBS
New YorkJets
2023
Score prediction
TennesseeTitans
KalshiWin probability · market-implied
NYJ 48%TEN 53%
Projected marginTitans by 3
Projected total43 points
More analysis

Cam Ward gets a chance to turn the page with Brian Daboll calling the offense. Tennessee’s new coordinator has an important job in Ward’s second season: give him answers when the first read is covered and keep manageable downs from becoming obvious passing situations. That’s a more useful focus for this opener than the Robert Saleh reunion with the Jets.

The model has Tennessee winning 23–20, so we’ll lay the short number at Titans -1.5. Over 39.5 also makes sense against that forecast. Both teams went 3–14 last season, but a low total still leaves room for an ordinary scoring day to clear it.

Saints vs Lions AI prediction

SUN · 1 P.M. ET · FOX
New OrleansSaints
1927
Score prediction
DetroitLions
KalshiWin probability · market-implied
NO 26%DET 75%
Projected marginLions by 8
Projected total46 points
More analysis

Detroit has the advantage at home, but the Saints deserve a little respect. New Orleans won four of its last five games in 2025, and Tyler Shough began looking more comfortable as the season progressed. The test now is keeping that poise at Ford Field, where falling behind Jared Goff and the Lions could force the Saints into a much more predictable passing game.

We expect Detroit to get enough stops to pull away, with a 27–19 projection pointing to Lions -6.5. Under 49.5 is the total pick. The model is asking considerably more of Detroit’s scoring than New Orleans’, which is why a solid day for the Lions can still finish Under.

Bills vs Texans AI prediction

SUN · 1 P.M. ET · CBS
BuffaloBills
2322
Score prediction
HoustonTexans
KalshiWin probability · market-implied
BUF 52%HOU 49%
Projected marginBills by 1
Projected total45 points
More analysis

Houston’s defense makes this a difficult place to lay points with Buffalo. Josh Allen has a combined 64.2 passer rating and has taken 11 sacks across three regular-season losses here. The Texans can make even this offense work for its yards, and Buffalo’s answer has to include taking the underneath completions before trying to create the big play.

The model has the Bills escaping 23–22, putting us on Houston +1.5. Over 44.5 is only a slight lean. Buffalo also begins life under defensive coordinator Jim Leonhard after struggling against the run last year, so we expect Houston to have opportunities to sustain drives of its own.

Cardinals vs Chargers AI prediction

SUN · 4:25 P.M. ET · CBS
ArizonaCardinals
2026
Score prediction
Los AngelesChargers
KalshiWin probability · market-implied
ARI 19%LAC 82%
Projected marginChargers by 6
Projected total46 points
More analysis

Justin Herbert and Mike McDaniel are an intriguing pairing, but -9.5 asks a lot in the opener. The Chargers have spent the summer installing McDaniel’s offense, and this is our first real look at how it comes together. We like Los Angeles to win; asking the new operation to immediately produce a double-digit margin is a bigger leap.

Our 26–20 projection leaves plenty of room for Arizona +9.5, even if the Chargers spend much of the game in control. Under 47.5 is the other selection. A competitive finish from the Cardinals would fit this call just fine; they don’t have to threaten an outright upset to cover.

Packers vs Vikings AI prediction

SUN · 4:25 P.M. ET · CBS
Green BayPackers
2021
Score prediction
MinnesotaVikings
KalshiWin probability · market-implied
GB 47%MIN 54%
Projected marginVikings by 1
Projected total41 points
More analysis

Kyler Murray’s Vikings debut looks more like a tight divisional game than a shootout. His ability to escape the pocket gives Green Bay another problem to solve, particularly when coverage holds up on the first read. But we’re expecting some give-and-take as Murray gets his first regular-season work in Kevin O’Connell’s offense.

The model has Minnesota winning 21–20, leaving us with Packers +1.5 and Under 45.5. The Under is the more compelling call: our 41-point forecast is the furthest below a listed total anywhere on the board. We expect the defenses to make both quarterbacks work for their scoring opportunities.

Dolphins vs Raiders AI prediction

SUN · 4:25 P.M. ET · FOX
MiamiDolphins
2220
Score prediction
Las VegasRaiders
KalshiWin probability · market-implied
MIA 37%LV 63%
Projected marginDolphins by 2
Projected total42 points
More analysis

Miami needs to keep Maxx Crosby from dictating how this game is played. Malik Willis’ mobility gives the Dolphins a way to escape pressure, but they still need a protection plan that keeps Crosby from living in the backfield. On defense, locating Brock Bowers before the snap is essential; Las Vegas can move him around to find a favorable matchup for Kirk Cousins.

The model sees Miami handling the trip well enough to win 22–20, making Dolphins +3.5 our best pick. That’s the largest disagreement between our projected margin and a spread this week. Over 40.5 is also the pick, although we’re expecting a close game with neither team running away on the scoreboard.

Commanders vs Eagles AI prediction

SUN · 4:25 P.M. ET · FOX
WashingtonCommanders
2025
Score prediction
PhiladelphiaEagles
KalshiWin probability · market-implied
WAS 32%PHI 68%
Projected marginEagles by 5
Projected total45 points
More analysis

Philadelphia has the familiar pieces to win while its new offense takes shape. Jalen Hurts, Saquon Barkley, and the entire starting offensive line are back, giving Sean Mannion a strong base for his first game calling plays. The Eagles have kept the new wrinkles mostly under wraps, so Washington will have some adjustments to make once the game starts.

We have Philadelphia winning 25–20, but we’ll take Washington +5.5 to stay inside the number. The total pick is Over 44.5. Both are close calls against the forecast, which sees the Eagles doing enough to win without getting much breathing room against a division opponent.

Cowboys vs Giants AI prediction

SUN · 8:20 P.M. ET · NBC
DallasCowboys
2524
Score prediction
New YorkGiants
KalshiWin probability · market-implied
DAL 61%NYG 40%
Projected marginCowboys by 1
Projected total49 points
More analysis

The Giants have an opening to make Dallas work for this one. Cowboys left guard Tyler Smith will miss at least four games after thumb surgery, leaving an important piece of the protection to replace. Interior pressure is particularly disruptive because it takes away a quarterback’s space to step up, making that matchup worth watching in John Harbaugh’s Giants debut.

We still give Dallas a 25–24 win, but Giants +2.5 is the pick against the spread. Over 47.5 goes with it. The model has both teams finding enough offense to keep answering, with very little separating them by the finish.

Broncos vs Chiefs AI prediction

MON · 8:15 P.M. ET · ESPN / ABC
DenverBroncos
2120
Score prediction
Kansas CityChiefs
KalshiWin probability · market-implied
DEN 44%KC 56%
Projected marginBroncos by 1
Projected total41 points
More analysis

We’re backing Denver to make Monday night uncomfortable for Kansas City. This forecast assumes Patrick Mahomes starts, so the Broncos’ 21–20 edge isn’t built around a backup quarterback taking over. Mahomes appears on track to play, and Denver’s task is to make him earn the long drives rather than hand Kansas City easy scoring chances.

Broncos +2.5 is the ATS pick, with Under 43.5 alongside it. This is tied with Packers–Vikings for our lowest projected total of the week. We’re expecting a close divisional game in which a couple of red-zone stops could matter more than which team piles up the most yards.

How our NFL AI predictions work

Our NFL AI predictions use a custom forecasting process built with GPT-6 Astra to project a final score for each matchup using team strength, current offensive and defensive information, quarterbacks, roster continuity, offseason moves, coaching changes, injuries, and home-field context.

Each score projection is locked before the final Kalshi market snapshot used for publication. Those projected scores are then compared with the representative spread and total to produce our ATS and Over/Under selections.

We’ll continue updating the process as the season develops and publicly track every published score prediction, ATS pick, and Over/Under selection.


Odds and market lines are correct at the time of publishing and are subject to change.
Not intended for use in MA.
Affiliate Disclosure: Our team of experts has thoroughly researched and handpicked each product that appears on our website. We may receive compensation if you sign up through our links.

Pages related to this topic

C Jackson Cowart
Betting Analyst

C Jackson Cowart is a content strategy consultant for Covers with a special focus on big events and research projects. In his seven years covering sports betting as a predictive analyst, features writer, and industry reporter, he has stayed true to "process over results" while specifically targeting futures betting and news-driven markets, where he can lean on advanced metrics and an understanding of market psychology to attack value before the number moves.

An award-winning writer and editor with a decade of experience in sports media, "C-Jax" has previously worked with ESPN, Forbes, theScore, and multiple large daily newspapers. He's a proud graduate of the University of North Carolina, where he covered the Tar Heels' championship run through the 2017 NCAA men's basketball tournament. He's cashed some big tickets over the years — including Lamar Jackson to win MVP (twice) — but he's still haunted by enough second-place slips to wallpaper his home office.

Popular Content

Covers is verified safe by: Evalon Logo GPWA Logo GDPR Logo GeoTrust Logo Evalon Logo