The Machine Gets Its Audition: What Six Weeks of ABS Has Taught Baseball

March 25, 2026 | Grace Brege

There is a moment, repeated dozens of times across Arizona and Florida this spring, that baseball has never quite seen before. A pitcher delivers. The umpire calls ball. The catcher, or sometimes the hitter, taps his cap. Twelve Hawk-Eye cameras triangulate the pitch's path in milliseconds. An animation blooms across the scoreboard as the crowd leans forward. Then comes the verdict, either confirming the human call or quietly reversing it, and the game moves on. The whole thing takes about 15 seconds.

In those 15 seconds, a century and a half of baseball theater collapses. No chest-puffing manager charging from the dugout. No finger-jabbing argument that ends in an ejection and a fine that nobody will really pay. Just information, rendered visible, accessible to everyone in the ballpark at once.

That is what the Automated Ball-Strike Challenge System has looked like in action through six weeks of spring training, and whether you view it as a long-overdue correction or an unwelcome intrusion, the numbers it has generated are worth sitting with.

The Numbers Don't Lie… But They Do Surprise

Across 2026 Cactus and Grapefruit League play, teams initiated 1,844 challenges and won 53 percent of them, meaning the umpire on the field was wrong just over half the time a challenge was actually made. That figure is higher than the roughly 50 percent overturn rate logged during minor-league testing and the 2025 spring trial, and it carries a significant implication: players and catchers, at least in aggregate, are getting better at knowing when to pull the trigger.

The split between offense and defense is telling. Batters succeeded on only 45 percent of their challenges. The battery, pitchers and catchers combined, won 60 percent. The Cubs led all teams with a 65 percent success rate for their hitters, while Cardinals pitchers and catchers overturned 75 percent of their defensive challenges, the best mark in baseball. At the other end, Royals hitters were right just 31 percent of the time, suggesting the Kansas City lineup may have a long and expensive education ahead.

What does all that mean for the regular season? For one thing, it means not all teams will deploy this tool with the same sophistication, and that gap could carry real competitive weight. The challenge system is, at its core, an information game. Teams with sharper pitch-framing cultures, more disciplined catchers, and better real-time data pipelines will extract more value from their two allotted challenges than those who use them on impulse or principle.

Umpires, Vindicated and Complicated

One of the more counterintuitive revelations from the spring data is how well umpires actually performed. Multiple front-office executives reported a version of the same observation: the calls that were overturned were, in the vast majority of cases, pitches that grazed the edge of the zone by less than an inch. The gross misses that inspired years of fan outrage — the called strike that was six inches off the plate, the ball called on a pitch that split the heart — were largely absent from the challenge log.

In other words, umpires are not as bad as the internet has spent two decades insisting. They are extraordinarily accurate on pitches that clearly belong in one category or the other. Their vulnerability is the borderline pitch, the one that touches the chalk, the one that the ABS system resolves with geometric precision. That precision, it turns out, changes the entire perimeter of the debate. The argument is no longer about gross incompetence. It is about fractions.

That reframing matters for how fans should think about the regular season. ABS challenges are unlikely to produce dramatic reversals on obvious calls. They will be deployed correctly on the millimeter pitches, the edge-of-zone decisions that separate a strikeout from a walk in a 3-2 count in the eighth inning. And in those moments, the camera will decide.

The Strategy Layer Nobody Saw Coming

Before spring training began, the conversation around ABS was largely philosophical. Tradition versus technology. Human element versus accuracy. Those arguments haven't disappeared, but six weeks of live reps have added a layer that nobody was particularly expecting: this system is strategically complex in ways that are genuinely new to baseball.

Teams are still working out internal policies that would have seemed foreign just a year ago. Several managers went into the spring undecided on whether to allow their starting pitchers to challenge at all. One American League executive put it plainly, noting that pitchers have shown limited ability to accurately identify pitch location because of their violent follow-through, their head goes with their delivery, and they often can't see where the ball actually hit the mitt. For that reason, a number of organizations have quietly steered pitching challenges toward the catcher, whose stationary positioning gives him a better read.

The leverage question is equally delicate. Every team is now, implicitly, carrying out a cost-benefit calculation in real time. A low-leverage at-bat in the second inning is not the right moment to burn a challenge on a pitch that might be two inches outside. Save it for the ninth. The Red Sox's coaching staff reportedly framed it directly to players: preserve at least one challenge for the final three innings, because that's when umpires historically have widened the zone, and that's when a single pitch can end a season.

That kind of thinking, challenge conservation as a form of late-game resource management, is new to baseball. It resembles the timeout calculus in basketball or the challenge system in tennis, but with a layer of physical judgment required that neither of those sports demands. A tennis player challenging a line call can review the ball mark. A baseball player challenging a pitch has to make a split-second decision based on feel, pitch tunnel, and location memory. The cognitive load is real, and teams are only beginning to build the institutional knowledge around managing it.

The Fan Response: Louder Than Expected

It is easy to dismiss fan polling as a feel-good metric, but the numbers from the 2025 spring trial were striking enough to shift the political calculus inside MLB. When the league placed QR codes on scoreboards and invited ballpark fans to register their impressions in real time, 72 percent said ABS had improved their experience. By the end of that trial, 69 percent of surveyed fans said they wanted to see the sport move toward full automated ball-strike calling, rather than the hybrid challenge model now in place.

That last number is worth filing away for a future conversation. Baseball's challenge system was designed as a compromise; a way to introduce accuracy without fully displacing the umpire or the theater of human judgment. The fan data from spring training suggests the compromise may only be temporary. Audiences who watched the animated pitch tracker bloom on the scoreboard, who saw calls reversed or confirmed in real time, did not react with discomfort or confusion. They reacted with engagement. They leaned in.

That engagement showed up in unexpected ways. During a Giants game this spring, San Francisco flirted with a perfect game through 26 outs. When two close pitches were correctly ruled balls during the subsequent walk, fans in the stands began calling for a challenge, only to discover the team had already used both of theirs. The resulting groan was not frustration at the technology. It was frustration at the absence of the technology when the moment called for it. That is a remarkable thing for a sport that spent decades arguing whether any of this was necessary.

The Dissenting View, and Why It Still Has a Point

Not everyone is satisfied. Walker Buehler, the Phillies right-hander who dealt with ABS during a minor-league rehab stint, has been one of the most vocal critics, arguing that the system is imprecise and that its zone shifts depending on the ballpark. His concerns about camera calibration and zone consistency are not irrational; they are, in fact, exactly the kind of technical objections that deserve a rigorous answer, and MLB has not yet offered one publicly with the granularity the skeptics deserve.

There is also the question of pace. Tyler Mahle of the Giants described the 15-second review window as "a little weird" and acknowledged that back-to-back early-inning challenges disrupted his rhythm. For pitchers who rely on tempo and momentum, any interruption carries competitive cost. The question for the regular season is whether that disruption is occasional and tolerable or chronic enough to alter how certain pitchers approach their game.

And then there is the deeper philosophical objection, the one that veteran players return to when they are being most honest: the strike zone has never been a fixed, neutral rectangle. It has been a negotiation, shaped over the course of a career by reputation, endurance, and the accumulated credibility a pitcher builds with the umpire behind the plate. ABS doesn't diminish that entirely, as the umpire still calls everything until a challenge is made, but it does set a hard ceiling on how much that negotiation can bend reality. Some pitchers will find that freeing. Others will find it a loss.

What the Regular Season Will Reveal

Here is what six weeks of spring training cannot tell us: how this system performs when the games count.

Spring training is a rehearsal. Players experiment. Challenges are burned in low-leverage situations specifically because the consequences don't matter. Pitchers who are told to avoid challenging will challenge anyway, just to feel it out. The data from these weeks is valuable precisely because it reflects something close to unfiltered first contact with the system, but it is not the same as October with a division on the line and no challenges left in the tank.

Two things seem likely to emerge over the first months of the regular season. First, the strategic sophistication around challenge usage will accelerate rapidly. Teams that develop better data infrastructure around real-time pitch location by feeding catchers and hitters better information in the dugout during at-bats will pull ahead of those relying purely on in-the-moment instinct. This is already a technology race, and the teams that embrace it as such will have an edge.

Second, the two-challenge limit will increasingly feel insufficient. Multiple executives said as much in spring interviews, and the math supports them. An average of 4.32 challenges per game across spring training, with 2.28 of them successful, suggests there are consistently more challengeable pitches in a game than teams have challenges available. Late in a close game, that math becomes pointed. A team that burned both challenges in the fourth inning will have to watch a potential game-changing missed call stand in the ninth. That scenario will happen. When it does, it will drive a conversation about whether the limit should expand.

Baseball has spent years searching for ways to make itself feel urgent and alive to a generation of fans raised on instant replay and real-time statistics. The ABS Challenge System is the most consequential attempt yet, not because it solves every argument, but because it turns one of the oldest and most opaque arguments in sports into something transparent, immediate, and participatory. The fans in the stands now know what the cameras know. That is a profound shift, and the regular season is only just beginning to reckon with it.