A pickleball match can turn on a ball that lands one inch from the line.
Everyone saw it.
Nobody saw it the same way.
One player calls it out. One player freezes. Someone on the sideline makes a face. The referee, if there is one, has to make the call from a human angle, in human time, with human limits. I’ve spent 25 years in technology and entrepreneurship, long enough to know infrastructure when I see it forming. So I don’t read that moment as a small sports argument. I read it as the exact place where a growing sport starts needing a backbone.
Most people think pickleball’s next step is more courts.
That’s only half of it.
The sport also needs a technology layer.
The growth came before the systems
Pickleball didn’t wait for the perfect tech stack. It grew anyway.
That’s part of the charm. Public parks, converted tennis courts, private clubs, retirement communities, school gyms, weekend tournaments, and pro tours all built the sport before anyone agreed on what its digital backbone should look like.
That worked for the early wave. It won’t be enough for the next one.
The Sports & Fitness Industry Association (SFIA) reports that 24.3 million Americans played pickleball in 2025, with participation up 171.8% from 2022 to 2025. That isn’t a niche activity looking for attention. It’s a national participation engine, and it’s creating new demands almost everywhere it goes.
More players means more courts — but it also means more disputes, more rankings, more equipment questions, more livestreams, more coaching, and more sponsors asking why the fastest-growing sport in the country still feels technologically uneven from one event to the next.
That’s the real issue. Pickleball doesn’t need one app. It needs an operating layer.
“Official tech partner” is already becoming too small a question
It’s tempting to say the sport has no official tech partner yet. That’s already untrue — and the truth is more revealing.
Different parts of the sport are signing technology partners right now, and each one is claiming a different layer of what should be a single stack. Park Place Technologies became the Official Technology Partner of the PPA (Professional Pickleball Association) Tour and Major League Pickleball for 2026 — the broadcast and operations layer. Owl AI took on automatic line calling and in-match challenges for MLP — the officiating layer. PlaySight became the Official AI SmartCourt Video and Analytics Partner of Minor League Pickleball through a multi-year deal with DUPR (Dynamic Universal Pickleball Rating), the sport’s leading rating system, which owns the league — the video and data layer. USA Pickleball brought in Pickleball Instruments to verify gear at amateur events — the equipment layer.
Stack those four up and the picture is hard to miss. Officiating, equipment, ratings, video — four of the layers any mature sport runs on, each already spoken for, each by a different company, under a different deal, with no shared blueprint. They aren’t sponsors fighting over the same banner. They’re four separate builders pouring one floor each of the same building, and no one is holding the architectural plans.
So the real question was never whether pickleball will have a technology partner. It already has several. It’s whether anyone owns the stack itself — the connective layer, and the shared standards underneath it, that make officiating, equipment, ratings, and video trustworthy end to end, for the player, the tournament director, and the sponsor alike. Signing a partner is easy. Building the layer that turns four separate deals into one system the sport can rely on is the harder, more valuable job — and it won’t go to whoever announces loudest.
Pickleball is crossing that line now.
The sport is outgrowing memory
Every fast-growing sport has a messy phase. Rules get repeated from memory. Equipment standards get argued in group chats. Ratings turn emotional. Line calls get personal. Tournament operations lean on volunteers doing too much with too little.
That’s survivable when a sport is small. It gets expensive when the sport gets big.
Pickleball is already feeling the pressure. The pro product has to look credible on a broadcast; the recreational game has to stay welcoming on a Tuesday night. Paddles, line calls, ratings, and facility quality all have to hold up under more scrutiny than the sport has ever faced.
Those aren’t separate problems. They’re connected by one thing: trust. Can the player trust the call? Can the tournament trust the equipment? Can the fan trust what they’re watching? Can the sponsor trust the audience number?
That’s why technology is becoming unavoidable — not because the sport needs to feel colder, but because scale without systems gets messy fast.
Line calling is the obvious first battleground
Line calls are the easiest place to see the need. A ball is in or out — except it’s never that clean when players are moving, the angle is bad, the point matters, and everyone wants the result to be fair.
Major League Pickleball’s Owl AI partnership shows where this goes. The system handles automatic line calling and in-match challenges for the 2026 MLP season, working alongside referees to make calls faster and more consistent.
The detail that matters most is cost. Traditional electronic line-calling systems, like the ones tennis uses, are expensive and hardware-heavy. Owl AI is software that sits behind standard cameras — exactly the shape pickleball needs, because the sport has to scale across far more courts and facility types than any elite-only installation could ever reach.
That’s the test for any pickleball technology: can it travel down the ladder? Pro tour first, then major amateur events, then clubs, then league night. That’s how infrastructure becomes normal.
Equipment compliance is not a boring corner
Paddles have quietly become a technology problem.
That would have sounded strange a few years ago; now it’s obvious to anyone watching the sport mature. Core construction, surface texture, power, spin, and manufacturing consistency all affect competition — so a paddle isn’t just a paddle once results matter.
USA Pickleball’s partnership with Pickleball Instruments points straight at this. Beginning in January 2026, USA Pickleball said it would deploy the company’s testing technology at amateur tournaments, starting with the Golden Ticket events, to verify that paddles and other equipment meet approved performance and safety standards — something the sport had no practical way to check in the field before.
That’s a real signal: amateur pickleball isn’t staying casual in the old sense. It can still be social, still fun, still played by someone who bought their first paddle last week and just wants an hour outside. But organized competition runs on trust. If players suspect the gear is uneven or unsafe, the game loses credibility; if tournament directors can’t check it on site, enforcement drifts. Field-ready testing closes that gap for everyone, not just the pros.
Video will change who gets seen
Pickleball has another problem: most of it disappears. A great amateur match happens on Court 17 and no one sees it. A junior improves over months and the only proof lives in memory. A sponsor wants visibility beyond the one feature court.
SmartCourt systems and multi-court streaming start to solve that. PlaySight’s deal with DUPR and Minor League Pickleball matters because it brings AI cameras, multi-court live streaming, analytics overlays, and ratings-linked development into one competitive structure. That isn’t just media — it’s player visibility, event value, and data, all produced at once.
A court becomes a content source. A match becomes an archive. A player becomes easier to follow and easier to rate. The economics shift with it: pickleball grew because it was easy to start, and it will professionalize because it becomes easy to watch, measure, and verify.
The human game still has to stay human
There’s always a fear when technology enters a fast-growing sport — that every park match turns into a review booth, players arguing with screens instead of each other, the social heart of the game buried under data. That’s the wrong fear. The right fear is bad technology.
Good technology shouldn’t make Saturday open play feel like a courtroom. It should make organized competition fairer, tournaments cleaner, ratings more useful, broadcasts better, and equipment safer. The open-play group and the pro final don’t need the same tools — but both run on trust. At one level, trust means people call the lines fairly and move on. At another, it means systems back up the officials, verify the gear, and show the audience what actually happened.
That’s not less human. It’s more accountable.
So what should the sport buy first?
The fastest-growing sport in America isn’t waiting at the door. It’s inside the building. The pieces are already here: technology sponsorships, AI line calling, smart-court video, equipment testing, ratings systems, livestreams, and club-management tools. The open question isn’t whether pickleball gets a tech stack. It’s whether that stack grows with intention or gets patched together by accident.
So here’s the direct version. If the sport could fund only one layer first, it should fund line calling — specifically the software-and-standard-camera kind, not the hardware-heavy kind. Not because it’s the flashiest, but because it solves the sport’s most common trust failure at the lowest cost and the widest reach. Ratings, compliance, coaching, and fan engagement all matter, but they sit on top of a simpler question that pickleball argues about a million times every weekend: was the ball in or out? Settle that cleanly and cheaply, everywhere, and the rest of the stack finally has something honest to build on.
This isn’t hypothetical anymore. Go back to that ball one inch from the line — the one nobody saw the same way. For most of pickleball’s history, that call meant the out call, the freeze, the sideline opinions, and a referee guessing from a bad angle, and at the top level it had hardened into a real credibility problem, with line-call disputes flaring at PPA Tour events through 2025. Then, in late May 2026, Major League Pickleball opened its season in Dallas by putting Owl AI’s line-review system on court — billed as the first AI officiating system run entirely off the broadcast cameras already pointed at the play. In that opening week, challenges were resolved fast, and the players in the arena and the fans at home were shown the same replay animation of where the ball actually landed. The call stopped being one player’s word against another’s and became something everyone could see at once.
The rollout wasn’t flawless. At least one analyst wanted slow-motion video shown next to the AI’s animation before fully trusting that the graphic matched reality. But that critique is the point, not a counterpoint: the argument moved from “you didn’t see it the way I did” to “show me the replay.” That’s what a tech layer actually changes — not the soul of the game, but the friction around it.
Start with the call
So make the decision the sport keeps dancing around: build the stack around the call. Fund scalable, camera-based line calling first, treat it as the layer every other tool plugs into, and hold every partner that follows to a single test — does this make the sport easier to trust? Build in that order and the technology fades into the background, where good infrastructure belongs, while the game stays as human as it ever was, just with fewer arguments about what everyone already saw.
Pickleball became huge before its infrastructure caught up. Now the infrastructure is catching up fast, one partnership at a time — and the sport gets to decide whether those partnerships add up to a system or just a pile of logos.
If your sport is growing this quickly, the question isn’t whether technology arrives. It’s what you build first — and whether it earns the one thing the whole game runs on: trust.

Cassandra Toroian is a sports-tech entrepreneur and CEO/co-founder of Ruley, the AI “e-referee” serving tennis, pickleball, padel, golf, and soccer. With 25+ years building companies—and a background in finance (MBA) plus Python training—she’s also co-founder of Volleybird and author of Don’t Buy the Bull. A former Division I tennis player, she’s focused on using AI to make sport fairer and more accessible.
