Preseason predictions accuracy is, mostly, a myth. The exhibition slate exists to evaluate depth charts, not to forecast January, and the evidence for that is built into the format itself: since 2021, most NFL teams play just three preseason games, and the starters who will actually decide the regular season often play only a handful of series across all of them, if that. What the games reliably reveal is roster depth, quarterback room decisions, and whether a young player handles live contact. What they do not reliably reveal is who wins division titles.
That hasn't stopped August from becoming a hype industry. Every training camp practice clip, every joint-practice highlight, every third-quarter touchdown drive gets folded into the same narrative machine that produces regular-season expectations. The gap between what preseason coverage shows and what it proves is the whole story here — and knowing the difference is the most useful thing a fan can carry into September.
Why do preseason games exist if they don't predict anything?
The honest answer: they were never designed to predict anything. According to Wikipedia's history of the NFL preseason, exhibition games have been part of professional football since before the league itself was founded in 1920, and the format has always been shaped by business and logistics rather than competitive meaning. When the regular season expanded to 17 games in 2021, the preseason shrank to three games — with Hall of Fame Game participants still playing four. Overtime was abolished in these games the same year, the first such change since 1973, which tells you exactly how much the league cares about deciding a winner.
The scheduling mechanics confirm it. The matchups aren't set by a rotating formula like the regular season's. Since 2002, teams have been allowed to negotiate their own exhibition deals, and the league prefers geographically close pairings to minimize travel. Intra-division rivals almost never meet — the last such matchup came in 2000 — because there's no competitive reason to show a division opponent your hand in August. Readers following this should also see What a Transfer Window Is and How the Deadline Actually Closes Deals.
What the preseason standings actually measure
Here's a fun exercise: pull up the preseason standings ESPN maintains and try to find a single championship correlation. You'll find teams sitting at 3-0 with a +40 point differential and teams at 0-3 getting outscored by 41 points — and the honest analytical position is that both numbers are close to noise. Starters sit. Game plans are deliberately vanilla. Fourth-quarter drives are contested by players who will be cut within days.
The most famous streak in preseason history makes the point better than any argument. In 2021, the Baltimore Ravens and coach John Harbaugh claimed the record for consecutive preseason wins with 20, per Wikipedia, overtaking Vince Lombardi's Green Bay Packers. That's a genuinely impressive streak. It is also a streak compiled in games where winning is the least important thing on the agenda. Nobody has ever handed out a trophy for it.
What August actually does signal
So if the scoreboard is noise, what's the signal? Three things, and they're worth more than any won-loss record.
- Quarterback decisions. The preseason is where depth-chart battles get settled in public. This cycle, the Cleveland Browns named Watson their starting quarterback over Sanders, with the head coach saying the starter designation wasn't a "week-by-week thing," as reported on NFL.com's preseason coverage. Meanwhile in Atlanta, Penix Jr. sat out the finale with no timeline announced on the QB1 decision. Those are real, consequential outcomes — the kind of thing preseason coverage genuinely delivers.
- Roster math. McCarthy's comment that it's "very accurate" to assume the Steelers will keep four quarterbacks on the 53-man roster is exactly the genre of information preseason games produce. Not who wins the Super Bowl. Who makes the team.
- Development timelines. Raiders coach Kubiak saying Mendoza "needs another 3 preseason games" — and that the team will decide when to start him based on the quarterback's play rather than the offense — is a more honest projection than any power ranking. It's a statement about a player's arc, not a prediction about a season.
Where the hype machine runs hot
The disconnect shows up most clearly in how the same events get framed. Take Tua Tagovailoa's preseason return to Miami, where he led a touchdown drive and heard boos from the crowd, describing "mixed emotions" afterward, per NFL.com. A touchdown drive is a data point. The boos are a story. The coverage will treat both as equally predictive of the Dolphins' season, and only one of them is.
Ward's continued preseason struggles, described by NFL.com as involving "missed opportunities" against Seattle, land in the same category. A rough August for a rookie quarterback is worth noting. It is not a verdict. Preseason snaps come against second- and third-string defenses running base looks, in games where the offensive script is deliberately thin. The translation error happens when that context gets stripped out on the way to a season prediction.
Our analysis: the reliable signal lives at the level of decisions and trajectories, and the hype lives at the level of outcomes. Fans who track the former get real information. Fans who track the latter get surprised every October, and not in a good way.
How to read the August news cycle without getting fooled
A practical filter, built from how the league itself treats these games:
- Weight announcements over results. A coach naming a starter, or setting a development timeline, is durable information. A 24-17 win in a game where neither team's first offense played a full half is not.
- Know the format's constraints. The full week-by-week schedule, released each spring and detailed on the NFL's media site, shows three weekends of games plus the Hall of Fame Game in Canton. Three games is a tryout window, not a season sample.
- Distrust any August narrative that requires the regular season to be close. If a take depends on a third-string safety's interception meaning something in December, it isn't analysis. It's content.
- Watch joint practices, not just games. The Titans evaluating a receiver for a concussion after a "cheap" hit in a joint practice with the Bears, as NFL.com reported, is the kind of thing that actually shapes rosters — and it happened outside a game entirely.
None of this means ignore August. It means read it for what it sells: depth-chart clarity, quarterback timelines, and young players getting real reps. The rest of the noise — the standings, the streaks, the hot takes built on a quarter of football — will be forgotten by Week 4, and the season will go on deciding itself the way it always does.
What this means for the season ahead
The evidence points one way. Preseason predictions accuracy is low not because analysts are bad but because the input data is thin by design: three games, limited starters, no game-planning, no overtime, and matchups negotiated for travel convenience. The 2026 slate — from the Panthers-Cardinals Hall of Fame Game on August 6 through the Week 3 finale window — will generate plenty of headlines. The ones worth remembering will be about who made the team and who won the quarterback job. Everything else is decoration. We covered a connected angle in Chiefs Win Super Bowl LVIII in Overtime: The Dynasty Question Is Now Arithmetic.
What remains genuinely unknown is the thing fans most want to know: how good each team will be when the games count. No source in August answers that. The best the preseason offers is a shorter list of questions for September — and that's worth more than it sounds.
