Does NFL Preseason Predict the Regular Season? What Bettors Keep

No, NFL preseason results do not predict regular-season outcomes — but preseason observations absolutely do. The final scores are worthless. What matters is how coaches deploy personnel, which offensive line combinations hold up, and whether a new scheme looks functional or chaotic.

That distinction is where sharp bettors make money in Week 1 while the public bets off meaningless August box scores.

Does Preseason Win-Loss Record Mean Anything?

Almost nothing. Teams that go 3-0 in August miss the playoffs constantly, and teams that go 0-3 win divisions. Coaches aren't trying to win these games — they're running evaluations, protecting starters, and keeping their best concepts off film.

The 2008 Detroit Lions went 4-0 in the preseason, then finished 0-16. That's the extreme case, but it captures the point: preseason records tell you about roster depth, not team quality. If you're factoring an undefeated August into a Week 1 bet, you're betting on third-stringers who won't dress in September.

What Preseason Actually Tells You

Offensive line pairings

This is the single most useful preseason signal. Offensive lines need cohesion, and coaches use August to settle on their starting five. Watch which combination plays together with the first team and how they hold up against opposing starters.

A worked example: say a team is installing a rookie at left tackle next to a new left guard. In preseason snaps against starting defensive fronts, that pairing allows pressure on 4 of 12 pass-blocking reps — a 33% pressure rate. League average for a functional line pairing is roughly half that. If those same two are announced as Week 1 starters, you have a concrete, evidence-based reason to expect protection problems against a real pass rush. That's actionable. The final score of that preseason game is not.

Scheme installation

New coaching staffs reveal their bones in August. When a team hires a new offensive coordinator, preseason snaps show you whether the system is taking hold. Are receivers running the right routes? Is the quarterback's timing on schedule? Is the run game showing the scheme's signature concepts?

When the Kansas City Chiefs integrate new receivers, Andy Reid uses preseason reps to build timing with Patrick Mahomes. You can see whether a new wideout is earning real first-team targets or just running with the backups. First-team usage in August is a genuine signal about September roles.

Personnel usage and snap counts

Who plays with the starters matters more than anything else in preseason. A running back taking every first-team rep is the guy. A wide receiver who only appears in the second half is fighting for a roster spot, no matter what the depth chart says.

Coaches also tell you things by who they don't play. When the Philadelphia Eagles sit their entire starting offensive line for all three preseason games, that's a vote of confidence in an established unit. When a team keeps rotating quarterbacks with the ones deep into the third game, that's a genuine competition — and unresolved quarterback situations are a real handicap for Week 1 betting.

Defensive front communication

Missed assignments and blown coverages in preseason are worth noting only when they persist across multiple games with the same personnel. One busted coverage is noise. The same safety making the same mistake three weeks running is a pattern that a good offensive coordinator will attack in September.

What's Pure Noise

Throw all of this out:

• Final scores and records. Decided by players who won't make the roster.
• Individual stats from backup-heavy games. A fourth-string quarterback throwing for 200 yards against prevent defenses means nothing.
• Preseason 'momentum.' There is no carryover from an August win streak. The 2017 Cleveland Browns went 4-0 in preseason and 0-16 when it counted.
• Veteran performances. Established starters playing 10 snaps tells you nothing new about them.
• Coaching clichés. Every coach says they 'liked the energy.' Ignore all of it.

How to Turn Preseason Into a Week 1 Edge

Week 1 lines are set with less reliable information than any other week of the season. Books lean heavily on last year's results, public perception, and roster moves. That's where preseason observation pays off.

The process: build a short list of confirmed signals — settled offensive line units, resolved quarterback battles, functional new schemes, clear backfield hierarchies. Then compare those against what the market is pricing. If a team like the Detroit Lions has a revamped offensive line that looked dominant together in August, but the Week 1 line still reflects last season's protection issues, that's a gap between price and reality.

The opposite works too. A team the public loves coming off a playoff run might show real cracks in August — a shaky new coordinator, a line that can't protect — and the market is slow to adjust because casual bettors don't watch preseason film.

How Da Vinci Bets Handles Preseason Data

Our model treats preseason the way this article does: usage and personnel data in, results out. Snap distributions, first-team pairings, and scheme indicators get weighted. Final scores get zero weight.

This matters most in Week 1, when the information gap between the market and reality is widest. The model leans on confirmed personnel signals rather than August outcomes, which keeps it from chasing the same noise that traps public bettors. When the model leans toward a Week 1 side, it's built on who actually played, where they lined up, and how the units functioned — not on who won a game between backups.

The Bottom Line

Preseason doesn't predict regular-season results, but it does reveal conditions — line play, scheme functionality, and personnel roles — that drive results. Learn to separate the two, and August stops being a wasteland and starts being the most underrated handicapping window of the NFL year.

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