V4.4 · May 12← V43
NewHow we compare — WIN Reality + Blast Motion acquisition as news hook, positions Statterbox vs hitting-specialist / throwing-specialist / general-wearable categories
NewReceipts — 13 coaching videos analyzed, 71 verbatim cues extracted, 97 pitches cross-checked, 9 Money tiers shipped. One day.
NewCoaching vocabulary — every Money score paired with the verbatim coach quote behind it (Brewster, Nyman, McCreary, Scarborough, Blewett, Boddy)
NewMoney 6 (Elbow In Plane At Landing) + Money 7 (Momentum Continuity at FFC) shipped against 97-rep Rich pitching dataset
NewPermission matrix — who can see what, including cross-team
NewYouth privacy statement (COPPA signal)
NewVision section — the five-year arc + LinkedIn-for-youth-sports thesis
NewV1 roadmap in Specifics — Daily Readiness, Coach Override, Session Labeling
NewSession labeling FAQ — practice vs. private lesson vs. free training
Updated"Endurance" → "Workload" throughout (Emily's call, right one)
Updated"Cheapest insurance policy" → "clearest development record"
Founding 100 · coach-curated cohort

You're at every
practice.
You're still flying blind.

One band on your kid's wrist. Every rep of every sport, all year. The development story that no coach, no radar gun, and no single-sport tracker can tell you — finally visible.

Know what's happening to your kid's arm before their body sends the bill.

One wristband. Auto-records to onboard storage — no phones at practice. Charges weekly. Works for baseball, softball, football, soccer. The first product that follows your kid from April baseball into August football into spring soccer and tells you what's actually happening to their development across the year.

Sessions captured
11 real
Features proven
All 5
Phone at practice
Never
Founding price
$50
What the kid wears
STATTERBOX
RECORDING · IMU
Coin in a band
What the family sees
🏆 PR · 2m agoLvl 47
Mech
94
Pow
88
Cons
96
End
73
WorkloadCHECK IN
Marcus 🏆 hit a PR · 2m ago
The thing nobody tells you

You did everything right.
You still didn't know.

You know the drive. Three hours on I-75, tournament bag in the trunk, $400 for the weekend — hotels, entry fees, gas, food court baseball. Your kid has been practicing four nights a week since February. Working harder than you've ever asked.

You watch from the bleachers. They look fine.

In late July: 68 pitches Saturday, felt good, 54 more Sunday. Two weeks later: August flag football. Snaps, drops, 60 throws a practice — same arm, different uniform. The soreness showed up in week three of football. The doctor asked about their schedule and just nodded. The coach called it bad luck.

It wasn't bad luck. They'd been saying their shoulder felt "weird" for two weeks. You gave them ibuprofen and told them to warm up.

You are not a bad parent. You had nothing to look at. Every rep thrown from April through August — gone. No record. No baseline. No way to see the load stacking across two sports with two coaches who had never spoken to each other. You were flying completely blind, and so was everyone else on that field.

The words parents say afterward are always the same: "We didn't know."

That phrase — we didn't know — is the most expensive sentence in youth sports. It follows a lost season. Sometimes it follows surgery. Almost always, it follows a warning that was there in the data and invisible everywhere else.

The other thing that keeps parents up at night

You are already spending $3,000 a year on club fees, private lessons, and tournament travel. The hitting coach says "trust the process." The speed trainer says she's "making gains."

You have no idea if any of it is actually working. You can't prove progress. You can't see the trend. You're taking everyone's word for it and writing the checks.

We’re spending $3K a year. How do I know it’s working? Looks the same to me.

I ask the coach what they need to work on. I get ‘doing great.’ I have zero data to push back with.

Are they getting better or just getting taller? I genuinely cannot tell.

Why nothing fixes it

Single-sport sensors

The bat sensor dies when fall ball ends. The kicker sensor never sees them swing. Their three sports' coaches don't talk to each other. You'd need three products that still can't see across the whole year.

Why nothing fixes it

Velocity guns and radar

Peak mph misses the "dead arm" accumulating on the inside. The kid throwing 78 mph with collapsing mechanics — the one with "miles on the tires" — looks identical to the kid who's fresh. The radar won't tell you which is which.

Why nothing fixes it

Your kid's self-report

He says he's fine because he wants to play. She hides her pain because she's afraid of losing her spot. Kids at this age are not reliable reporters of what their bodies are actually doing. You already know this.

The only thing that changes "we didn't know" into "we saw it coming" is data that travels with your kid across every sport, every season, every rep — and tells you what to do before their body does. That's the only thing we're building.

How it works · the four-step loop

Sense. Score. Signal.
Improve.

One band on the wrist. Four scores against their own baseline. Live feedback in the moment. A weekly arc for the coach. A drive-home summary for you. A Season Card at the end.

01
Sense

The wrist captures every rep.

Wristband on the throwing hand. Ankle strap for kickers and soccer. Auto-records the moment it senses motion. No phone open. No app to launch. No syncing at the end of the night.

Auto-record · 6-hour battery · weekly charge

02
Score

Four numbers, calibrated to them.

Mechanics. Power. Consistency. Workload. Each scored 0–100 against your kid's own April baseline — not against an average that includes some other kid's body.

Self-baseline · 0–100 dashboard · workload zone alongside

03
Signal

The apps signal the right person, fast.

Coach phone flags drift live during practice. Parent phone pushes a PR notification before the kid gets to the car. Kid sees their reveal seconds after taking the band off. Three audiences, three phones, near-real-time.

Coach live · parent push · kid post-session reveal

04
Improve

The trend tells everyone what to do next.

Coach gets a flag with a drill. Parent gets a 3-bucket summary on the drive home. Kid earns a level. The system turns one practice into next-practice action — and a season into a Season Card.

Coach actions · parent summary · kid leaderboard

The only thing you need to do

Put the band on your kid before they walk onto the field. That's it. Everything else is automatic.

~2 min
to start
The first three minutes

Strap on the band.
The phone walks them through it.

Every other youth wearable starts with: download the app, pair the device, find a setup PDF, hand it to a parent. Ours starts with the kid putting on a wristband. The setup app voice-prompts them through three minutes of guided baseline reps. The band collects on their wrist. After 15 reps, the system knows their easy, their medium, and their max from rep one.

Why this matters

Without baseline calibration, every coaching score is comparing your kid to someone else's body — a stranger's average. After calibration, every score is graded against their own ceiling. That's the difference between data and coaching.

3 min
total time
15 reps
guided
1 time
per sport
9:41 AMStep 1 / 3
Day 1 · Setup

Welcome, Pruitt.

The setup app knows their name, sport, and position from a 30-second parent setup. The band is on their wrist. Ready in one tap.

Sport
⚾ Baseball
Position
P / SS · #7
Throwing hand
Right
9:41 AMStep 2 / 3
Day 1 · Setup

Five easy. Five medium. Five max.

The phone voice-prompts the next step. Kid does the reps. The band counts. The phone counter ticks up. No supervision needed.

Now: MEDIUM
3 / 5
throws — keep going
Easy 5/5✓ done
Medium 3/5in progress
Max 0/5
9:41 AMStep 3 / 3
Day 1 · Setup

Pruitt's profile is built.

Every rep from now on grades against their own scale. April Pruitt. May Pruitt. Year-from-now Pruitt.

Easy throw signatureCaptured
Max effort ceilingCaptured
Path repeatability82% baseline
Loading rhythm138ms
✓ Profile ready · go play
What happens the moment the band syncs

Three reveals.
Three phones. Three audiences.

The band is purpose-built — a sealed coin sensor in a sport wristband. No screen, no on-board processing, no real-time analytics at the wrist. What it does is collect every rep with research-grade fidelity and stream the data to the apps the second it's in BLE range.

The magic isn't on the wrist — it's at the phone. Three phones, actually. Coach in the cage, parent in the stands, kid in the dugout. Each one gets the moment that matters to them within seconds of the rep.

Coach's phone · live during practice
9:38 AM● BLE LIVE52%
⚠️ Live flag · just now
Kayla M. mechanics drift mid-drill
Loading +12% · last 4 reps
Live roster
Pruitt H.On baseline
Kayla M.Drift detected
Marcus J.PR · compactness
Lila S.On baseline
Phone in pocket · band streams over BLE · 0 phones for kids
Kid's phone · 30 seconds after session
10:32 AMSYNC ✓91%
🚀
Personal record
Compactness 2.3× faster
vs your April baseline
Mech
94
+6
Pow
88
+12%
Cons
96
End
73
Lvl 47 → 48 unlocked
Band off · phone in dugout · reveal in 30s
Parent's phone · 10 minutes later
10:42 AM3 PUSHES78%
🏆
Statterbox

Lila just hit a season-high 96 Mechanics. Tee work paying off.

just now
📈
Saturday recap ready

Three things: improved · watch · do. Tap to read.

2 min ago
💧
Workload check-in

Yellow zone. Easy soccer day Sunday is fine.

5 min ago
Phone in stands · pushes start as band syncs
Five things the apps reveal as the data comes off the band

All processing happens on the phone or in the cloud — within seconds of BLE handshake. The band's job is to capture honestly. The apps' job is to surface what matters.

Push · 🚀 PR
Personal record

Score crossed an all-time high. Kid sees it post-session, parent sees it on the drive home.

Live · ⚠️ drift
Mechanics dropped mid-drill

Coach phone gets the flag while practice is still happening. Pull the kid for 5.

Push · 🟢 clean
Session-best consistency

The kid's phone summary leads with what they crushed. Reinforces the right pattern.

Push · 💧 workload
Approaching weekly cap

Soft note to parent. "Easy soccer day Sunday is fine." Coach gets the same heads-up.

Push · ✓ session
Auto-recap ready

Band synced. Reps captured. Three-bucket parent recap and full coach session report — both queued.

The architecture bet

Dumb sensor. Smart apps.
Forever.

Most wearable companies put their intelligence on the device. Then they're stuck — firmware updates fail, hardware ships once a year, every algorithm tweak needs a recall. We put everything important at the apps. The band you put on your kid's wrist today will get smarter every week — not because we replaced the hardware, but because the apps got smarter and the data was already captured cleanly.

$50

No on-device compute = cheap hardware. Every parent can afford one band per kid.

Days

Battery measured in days, not hours. Charge weekly, never mid-game.

Sealed

No screen to break, no haptic to fail. Single-purpose collector.

Weekly

Apps update weekly. Same band today is a smarter band a month from now.

"But couldn't you put a buzzer on the band?"

Yes — we considered it. Then dropped it. Adding LED + haptic doubles the bill of materials, halves the battery life, breaks the seal, and locks scoring intelligence into firmware that ships once a year. We chose the architecture that gets cheaper, lighter, and smarter over time — not heavier and more expensive. The band collects. The apps coach. That's the bet, and we're keeping it.

The product spine

Four numbers.
Every kid. Every sport. Every season.

Mechanics, Power, Consistency, Workload. Each scored 0–100 against your kid's own April baseline. Not against an average. Not against the cohort. Against themselves last month. Coaches see them. Parents see them. Kids chase them.

Kid app · home dashboard
9:41 AMLevel 47 · Gold
Saturday · post-practice
You went up to Level 47 today.
3 levels to Elite tier
Mechanics
94
+6
Power
88
+12%
Consistency
96
Endurance
73
WorkloadCHECK IN · 72%
Crew · live
Marcus 🏆 just hit a PR · 2 min ago
Today
Crew
Levels
Card
Pruitt's four scores · today
Saturday practice · 12U travel baseball
↑ Up from 84 avg · season high · Level 47
Mechanics
94
/ 100
↑ +6 vs last week

How repeatable the swing/throw path is rep-to-rep. Pure motion-pattern math.

Power
88
/ 100
↑ +12% vs April baseline

Burst output relative to their own ceiling. Not mph. Their body's explosiveness.

Consistency
96
/ 100
↑ season high

Variance across reps in the same session. Lower variance, higher score.

Endurance
73
/ 100
→ holding through rep 32

How well the score holds session-long. The fatigue-resistance score.

Workload · safety gauge
Workload isn't a score to chase.

It's a green / yellow / red zone telling parents and coaches when to check in. Higher isn't better. Balanced is better.

Easy zone
0–60%
Light week. Build capacity.
Check in· Pruitt today
60–85%
Soft note to parent. Easy day before tournament.
Pull back
85–100%
Rest day. No throwing today.
Soft language by design. "Check in" empowers a coach. "At risk" scares a parent.
Levels + tiers · earned by reps
Level 0 → 100+. Tier shifts every 25.

Each level is one notch of growth across the four scores. Tier shifts at 25 / 50 / 75 / 100. Can't be bought. Won't reset. Pruitt is Level 47 · Gold tier — 3 more levels to Elite.

Pruitt's level47 / 50 → Elite
0 · Bronze25 · Silver50 · Gold75 · Elite100+
Bronze
Silver
Gold
YOU
Elite

Up 12% from your April baseline.

Not vs other kids. Vs you in April.

Score moved to 96 today.

From 89 last week. The trend is the win.

Best session of the season.

Your top number, your scale, your year.

May 12 · One day · Build log
What we shipped today

13 videos. 71 cues. 9 metrics.
In one day.

We ingested every top YouTube coach in baseball and softball, extracted their verbatim teaching cues, cross-checked them against 97 real pitches from our cleanest dataset, and shipped two new measurable coaching signals to the detector — every one anchored to a real coach’s real teaching.

13
videos

Driveline, Tread Athletics, Paul Nyman, BTBY, Dan Blewett, Amanda Scarborough.

6 of the top YouTube coaches in baseball and softball — every one with verified audiences in the hundreds of thousands or millions. Every video ingested, transcribed, and structured.

71
verbatim cues

Not paraphrase. Not summary. Word for word.

Every drill name, every correction, every term a top coach gives a mechanic — pulled exactly as said and stored in a structured library the app can pull from when a kid's number moves.

97
pitches cross-checked

Rich's May 9 session. The cleanest dataset we have.

Found two coaching signals nobody else's wrist sensor measures. Killed a third candidate — early trunk extension — because the data said no. Honest kill is the point.

9
Money tiers

Up from 5 this morning. 7 shipped. 2 candidate.

Elbow In Plane at Landing and Stop-and-Restart Trough both shipped to the detector today — each anchored to a coach who teaches it on YouTube with their own words.

18
Cross-coach pattern clusters

Where 3+ coaches independently converge on the same cue

51 KB
Synthesis wiki

RAG-searchable, lives alongside session data

5.4×
FFC detection improvement

Gyro-trough rewrite: 17/97 → 91/97 reps detected

6
Top coaches verified

Driveline · Tread · Nyman · McCreary · Blewett · Scarborough

Why this pace matters
The speed advantage is structural.

Single-founder, AI-assisted development cycle. What used to take an academic research lab six months — ingest the coaching literature, cross-reference it against real biomechanics data, validate which signals are detectable from wrist alone — happens in a day. That’s not because corners were cut. It’s because the internal stack is purpose-built for this problem. This is the speed advantage the founding cohort gets, and that no competitor can match without building the same stack from scratch.

Every number above is traceable: 13 video ingest files in learning-repository/business/statterbox/, 71 cues in coaching/cues.json, 18 clusters in coaching/patterns.json, 97-rep cross-check in the May 9 session pipeline. Money 8 (early trunk extension) killed because 97 reps said the signal was not detectable from wrist alone — included here because an honest kill is the same proof of rigor as a ship.

Coach-grounded scores

What the YouTube giants teach.
What one wristband measures.

Nine Money metrics. Six coaches with millions of combined views. Every score in Statterbox traces to a verbatim cue from a real coach who teaches it on YouTube — and the app surfaces that coach's exact words to the kid. Not generic gym-speak. The words the coaches themselves use.

The coaching corpus · 6 authorities · 71 verbatim cues ingested
Kyle Boddy
Driveline Baseball
200K+
Ben Brewster
Tread Athletics
100K+
Paul Nyman
SETPRO / Baseball Think Tank
Decades of pro influence
Coach McCreary
Baseball By The Yard
50K+
Dan Blewett
Dan Blewett (independent)
50K+
Amanda Scarborough
Plus Ultra Pitching / Team Express
Texas A&M two-time All-American · 50K+
The May 12 ships · proven on real data · 97 reps · Pruitt
These two metrics are live. The data below came from a single session.
Money 6 · Elbow In Plane At Landing
Shipped May 12
38%of pitches, elbow dropped below shoulder line
55%
38%
Above
At
Below
Pruitt's 97 reps today · ABOVE 54.6% · AT 7.2% · BELOW 38.1%

The biggest immediate velocity limiter is the position of the elbow at landing.

— Ben Brewster · Tread Athletics
3 coaches converging · Brewster · Blewett · Nyman
Coach's so-what
"

The elbow is not in plane with where the trunk is rotating so most of that energy is not actually making its way out through the humerus and ultimately into the ball. Watch the path the elbow has to take — the elbow has to take this scooping path where it goes up and underneath and then gets back up into plane closer to release.

Ben Brewster · Tread Athletics
What to do about it
Pendulum throws + lasso drill
"

Pendulum throws, lasso drill to fill that arm up and in plane as opposed to down here — and what does it feel like to get it up and actually rotate down from this point and get downhill versus rotating and having the elbow climb? Maybe you have a low elbow at landing. So maybe we need to check scapular upward rotation. Make sure your scap can actually get to that position — or is the lat dragging it down?

Ben Brewster · Tread Athletics
Money 7 · Momentum Continuity At FFC
Shipped May 12
91/97reps detected · 93.8% clean
STRIDE ↔ PLANT311 dps · STALL boundaryRELEASE
PN

What's the value of my M when I come to the stop? Zero. Zero. So I've got nothing to get it to the next stage.

— Paul Nyman · SETPRO / Baseball Think Tank

5 STALL reps · all in final quarter of session · fatigue signal in the data

Coach's so-what
"

If I go out and I put off the rubber and I stop here and then I start to rotate — guess what: I've lost everything that I tried to create here. If I stop between strides and I stop between the arm and the hip and the shoulder — everything has to restart and that just takes all of the momentum out of the delivery.

Paul Nyman · SETPRO / Baseball Think Tank
What to do about it
"

Focus style to velocity. Without any pauses or hesitation, just smooth — one complete, one smooth process. The transition goes from the hands dropping to the elbows lifting, separating and then into the throw itself. Connection is important because it drives a whipping arm connection for his momentum — focus on the velocity output, not the movement shape.

Paul Nyman · SETPRO / Baseball Think Tank
Money 1 · the Aaron call that started everything
Cross-Sport Release Fingerprint · Pronation Timing
Shipped May 9

Staying on top of the ball

— Coach McCreary · Baseball By The Yard (verbatim · 11 variants in the cue corpus)
2 coaches converging · McCreary (canonical) · Boddy (pronation mechanics)
Coach's so-what
"

Anytime you see that ball spinning the other way, like a slider or a curve ball, that is when you know the kid's fingers are not staying on top of the ball. That's when a player drops a little bit underneath and the ball instead of getting that good sink and angle on the ball just flattens out and stays pretty much on one plane. Many kids don't even know they're doing it.

Coach McCreary · Baseball By The Yard
What to do about it
"

The metric IS the drill. The easiest way to figure out if a kid is doing that is his ball will almost come out of his hand and spin like this on its way to the target — almost like a little bit of a curve or a ball that's certainly not spinning like a fastball, which would be more 12 to six. The sensor feedback is the fix McCreary prescribes: external read of spin direction. The kid can't self-diagnose. They need feedback they can see.

Coach McCreary · Baseball By The Yard
3-class output per rep · gyro X sign-flip timing
74%
16%
Behind · clean fastball
At · cutter action
Early · slider spin
Session distribution · BEHIND ≥10ms = four-seam · EARLY = fingers came off the side
Sensor sees

Gyro X-axis sign-flip timing relative to release timestamp. BEHIND ≥10ms = clean four-seam. AT ±10ms = cutter action. EARLY ≥10ms = slider spin — fingers came off the side.

What the kid sees

"Your fingers stayed on top — clean fastball grip. On 4 reps this session, they came off the side early. That's the slider spin Coach McCreary flags."

Cross-sport

Same fingerprint surface works for football QBs (spiral vs. wobble) and softball (wrist-snap confirmation). One metric, three sports.

The full metric set · composite scores + pending ships
Money 2 · Drift Tracker
Shipped
REP SIMILARITY · 8 REPS OVERLAID
"

There really is no such thing as perfect mechanics. Anytime I'm doing a breakdown I'm not comparing these guys to this one gold standard.

— Ben Brewster · Tread Athletics
Coach's so-what
"

Just realizing it's much harder to actually fix the problem than simply identify a problem. I'm not comparing these guys to this one gold standard — what I'm doing is looking through a framework but understanding there's a huge range of variation that occurs within this. There's a time and a place for tinkering with mechanics and there's a time when the mechanics are in a really good spot.

— Ben Brewster · Tread Athletics
What to do about it
"

Jacob deGrom — he really just said: "I've been focusing on using my existing patterns and being as smooth as possible." Billy Wagner talked about how hard can I throw this ball with as little effort as possible? Compare the kid to themselves, not to a gold standard. The drift score IS the intervention — it tells you whether today's session moved toward their personal baseline or away from it.

— Ben Brewster · Tread Athletics
Money 3 · Sequence Detection
Shipped
+12%
vs April baseline
3
events / rep
"

Throw the absolute crap out of the ball.

— Dan Blewett · Dan Blewett (independent)
Coach's so-what
"

There is a transformer effect in pure rotation — when one body segment connects with the other, you don't get a whip effect per se, you get a transformation effect. This portion of the trunk is largely due to muscular action picking up each segment at its highest velocity. This is critical to understand.

— Paul Nyman · SETPRO / Baseball Think Tank
What to do about it
"

The main issue, the easiest 10 miles an hour he will ever gain, is from putting on 30 pounds and adding a significant amount of strength. Look at the lifting thresholds — mid-400s deadlift, mid-300s squat, around 100-pound dumbbells in dumbbell bench press. Getting to some of those just baseline strength numbers while putting on about 20–25 pounds — there's a high probability that's going to be the unlock you're looking for.

— Ben Brewster · Tread Athletics
Money 4 · Clean Throw Rate
Shipped
REP 1LAST REP
"

For youth pitchers, the big thing is simplicity. No extraneous movement.

— Dan Blewett · Dan Blewett (independent)
Coach's so-what
"

Keep it simple. A lot of times I see pitchers who have a lot of movement and that is going to throw off my rhythm and my tempo and make my release different every time. No extraneous movement — head and center-of-mass stability is the anchor. Every mechanical flaw in youth pitchers traces to unnecessary movement of the head and center of mass.

— Dan Blewett / Amanda Scarborough · convergent cue
What to do about it
Hershiser wall hip drill
"

Lead with your hip, not your shoulder. Arm's width from a wall or fence, palm flat, arm straight. Lift kick leg, slide laterally — NOT rotating — hold, return. The knee can angle slightly back but the body stays mostly sideways. Two steps: wall-assisted first, then free-standing. Knock your knees from the stretch naturally triggers the hip-lead motion without requiring the player to understand it conceptually.

— Dan Blewett · Dan Blewett (independent)
Money 5 · Workload · Whip Tempo
Shipped
Pruitt · session workloadCHECK IN · 72%
Easy · 0–60%Check in · 60–85%Pull back · 85%+
"

We don't want to teach young pitchers to throw darts to aim. Those are not good habits. They're not sustainable habits.

— Dan Blewett · Dan Blewett (independent)
Coach's so-what
"

There is a time and a place for tinkering with mechanics and there is a time when the mechanics are in a really good spot. There's so much more that goes into performance than just mechanics — conditioning, nutrition recovery including sleep, strength and conditioning. Workload isn't a score to chase. It's a check-in.

— Ben Brewster · Tread Athletics
What to do about it
"

Throw the absolute crap out of the ball. When the dial hits amber — easy day before tournament. Red means rest. Built so coaches act, parents don't worry. If velocity concern shows up, route to a mechanical checkpoint. Never tell a young pitcher to aim it or take something off. Accuracy is a downstream outcome of mechanics, not an input.

— Dan Blewett · Dan Blewett (independent)
Money 8 · Hand-Break Continuity
1-Line Ship · pending greenlight
"

The elbows are lifting, the elbows are lifting — continuous action, not a discrete event.

— Paul Nyman · SETPRO / Baseball Think Tank
Coach's so-what
"

Scapular loading begins with handbrake. We're not breaking the hands — what we're doing is we're using the elbows. Once the hands separate the elbows don't drop any further than what you see here. Any pause or hesitation between the hands falling and the elbows lifting kills this loading. The process of handbrake — allowing gravity to work for you, let the hands draw — without any pauses. That's a key element: without any pauses or hesitation.

— Paul Nyman · SETPRO / Baseball Think Tank
What to do about it
"

Without any pauses or hesitation, just smooth — one complete, one smooth process. The transition goes from the hands dropping to the elbows lifting, separating and then into the throw itself. Let the hands fall — don't push them down. Elbows lift at break — hands come apart as a result. No stops. One smooth chain from hands-high to release.

— Paul Nyman · SETPRO / Baseball Think Tank
Money 9 · Softball Arm-Circle Smoothness
Cohort-Gated · softball
SMOOTHNESS
CV of gyro magnitude across the arm-circle arc. High-frequency variance = tension. Smooth closed loop predicts the wrist snap that follows.
"

If you can't slow it down, you don't have the body awareness you need to make changes to your arm circle at game speed.

— Amanda Scarborough · Plus Ultra Pitching / Team Express
Coach's so-what
"

I find that a lot of pitchers can't really go in slow motion. They have to be going at full speed all the time. The slower I move, the more I have to feel my muscles. That's why everybody wants to go at 100% — because they don't have to feel things as much. Staying really relaxed, not tense. A tense arm produces uneven angular velocity and reduced arc radius.

— Amanda Scarborough · Plus Ultra Pitching / Team Express
What to do about it
Slow-motion arm circle warm-up drill
"

Just a simple relax through arm circles as I get through my pitch — staying really relaxed, not tense. Back up just a few feet in front of the pitching rubber, after spin work. First 10–15 pitches: arm circles at 20–30% intensity, deliberately slow, minimal lower-half engagement. Then add: pushing down with my right foot and getting up on my toe, thinking about my drag, my back knee coming towards my front knee. Still ending with balance, not falling over my front foot.

— Amanda Scarborough · Plus Ultra Pitching / Team Express
Free wins · already in the data · zero new code
Three insights that surface from existing computed fields. No new sensor signals. No new algorithm.
Free Win 1
Pronation Class Session Fingerprint
Free Win · already computed
BEH
AT
EAR
SESSION

Anytime you see that ball spinning the other way — that is when you know the kid's fingers are not staying on top of the ball.

Coach McCreary · Baseball By The Yard
Coach's so-what

Some kids throw what is called a natural slider. When they throw a baseball, their fingers generally come on the side of the ball instead of staying directly behind the baseball. Many kids don't even know they're doing it.

Coach McCreary · Baseball By The Yard
What to do about it
"

The easiest way to figure out if a kid is doing that is his ball will almost come out of his hand and spin like this on its way to the target — almost like a little bit of a curve or a ball that's certainly not spinning like a fastball, which would be more 12 to six. Roll the session's pronation classes up: fastball day or slider day, at a glance.

Coach McCreary · Baseball By The Yard
Free Win 2
Hand-Break Stall Rate
Free Win · already computed
2
STALL REPS
/ 18

The elbows are lifting, the elbows are lifting — continuous action, not a discrete event.

Paul Nyman · SETPRO / Baseball Think Tank
Coach's so-what

Scapular loading begins with handbrake. Any hesitation between the hands falling and the elbows lifting zeros gravitational momentum. What's the value of my M when I come to the stop? Zero. Zero. So I've got nothing to get it to the next stage.

Paul Nyman · SETPRO / Baseball Think Tank
What to do about it
"

Without any pauses or hesitation, just smooth — one complete, one smooth process. The transition goes from the hands dropping to the elbows lifting, separating and then into the throw itself. One filter on existing tempo + peak_dps fields surfaces every rep where the kid paused mid-delivery. Zero new code.

Paul Nyman · SETPRO / Baseball Think Tank
Free Win 3
Aiming-Rep Detection (Blewett anti-aiming)
Free Win · already computed
3
AIMING
REPS

We don't want to teach young pitchers to throw darts to aim. Those are not good habits. They're not sustainable habits.

Dan Blewett · Dan Blewett (independent)
Coach's so-what

Aiming produces neither accuracy nor arm health — it creates muscle-memory for a diminished, tense motion. Coaching feedback should never suggest 'aim it' or 'take something off.' If a kid is missing the zone, the prompt should be about a mechanical checkpoint, not about intent.

Dan Blewett · Dan Blewett (independent)
What to do about it
"

Throw the absolute crap out of the ball. Focus style to velocity — direct all athletic focus toward velocity output, not movement shape. We can already see when they took something off. The rep is flagged. The fix is one cue: stop aiming, let the mechanics do the work.

Dan Blewett / Paul Nyman · convergent cue
The thesis, in one paragraph

9 metrics. 6 coaches. 71 verbatim cues. One wristband.

Every score in Statterbox traces to a real coach who teaches it on YouTube — and we're aligned with their teaching, not against it. When a kid sees a coaching cue in the app, they're reading the same words Brewster uses with his college pitchers, the same words McCreary uses in his youth clinics, the same words Scarborough teaches to competitive softball programs. The wristband measures what the coaches already see. The app says what the coaches already say.

3
coaches

independently name Elbow In Plane as the biggest velocity limiter

4
coaches

converge on max-intent throwing — none say aim, all say throw hard

93.8%
detection rate

Money 7 momentum trough found clean in 91 of 97 real pitching reps

The honest line

What we measure.
What we don't.

Every wearable on the market makes claims it can't back up. We won't. Here is the line — drawn before we ship a single band — between what the sensor is actually capable of and what it is not.

What we DO measure
  • Motion patterns

    How the wrist moves through a rep. Loading phase, peak rotation, deceleration shape, rep-to-rep similarity.

  • Self-baseline trends

    Your kid's April pattern vs their May pattern. The trend is the signal — not any single rep.

  • Workload counts

    Total throws, swings, kicks across sessions and seasons. The cumulative volume that matters for safety.

  • Cadence + consistency

    Inter-event timing, variance across reps, session-end fade. The shape of practice, not the score.

What we DON'T claim
  • Exact pitch velocity (mph)

    We can't measure ball speed from the wrist. Radar measures ball speed. We measure arm motion.

  • Bat exit velocity

    The bat moves; we're on the wrist. HitTrax in the cage measures bat speed. We don't.

  • Joint angles or biomechanics

    We don't reconstruct the body. No knee flex, no hip-shoulder separation, no kinetic chain claims.

  • Injury risk scores

    A single-wrist sensor cannot quantify joint torque. We surface workload zones. A doctor diagnoses injury.

Principle
Patterns, not exact numbers

We grade motion. We don't claim radar-grade velocity.

Principle
Themselves, not the cohort

Your kid is compared to their own April — not someone else's average.

Principle
Trends, not single reps

One bad swing doesn't change anything. Three weeks of slipping does.

Honest data is the only data Aaron and Emily wanted to coach with. So that's the only data we collect. If we can't measure it cleanly, we don't claim it.

One wrist · one hour · four sports · real Tuesday capture

Same kid. Same wrist.
Four sports, four release styles.

May 5, 2026 · Rich walks onto a field with one Apple Watch and runs through a football throw drill, three baseball drills, and a softball pitch. The pipeline picks up his release style on each one. No competitor on the market can show this on one band.

★ This week's coaching focus

Finish every long throw with a wrist snap

6 / 16
Strong throws · Outfield Crow-Hop
10
Reps that didn't build the habit
Reps where the body did the work and the wrist passed through don't build arm strength. They build a hop habit. Watch this number across the season.
🏈
Football QB Throws
Today
On target
Goal
Throw over-the-top like a quarterback
Release Style
Over-the-top
target · Over-the-top
Strong Throws
12 / 27
walking + setup filtered out
What this means for him
Over-the-top means the ball comes out high. If your kid drifts sidearm, defensive ends bat passes down at the line.
Catcher Pop Throw
Today
On target
Goal
Catch and fire to second base, every rep
Release Style
High 3/4
target · High 3/4 / 3/4
Strong Throws
10 / 25
walking + setup filtered out
What this means for him
Pop time is the difference between a runner getting thrown out and a runner stealing on you. Loose mechanics = late tag.
Infield Snap Throw
Today
On target
Goal
Quick exchange, high 3/4 release
Release Style
3/4
target · High 3/4 / 3/4
Strong Throws
11 / 14
walking + setup filtered out
What this means for him
Half a step late at first base = safe. The snap throw is what gets the runner. We're tracking the wrist that throws it.
Outfield Crow-Hop
Today
Drifting · this is the work
Goal
Finish every long throw with a wrist snap
Release Style
High 3/4
target · High 3/4 / 3/4
Strong Throws
6 / 16
walking + setup filtered out
What this means for him
Reps where the body did the work and the wrist passed through don't build arm strength. They build a hop habit. Watch this number across the season.
🥎
Softball Windmill
Today
Pipeline tuning · V0.5
Goal
Repeatable windmill arc
Release Style
target ·
Strong Throws
0 / 10
walking + setup filtered out
What this means for him
Windmill is a totally different motion than over-arm throws. The V0 detector tuned for over-arm under-counts here — we're calibrating a windmill profile for V0.5. Rich's first attempt at a windmill is ALSO not great by his own admission.
Last time vs. today · same kid, same drill

Three days ago his release was loose. Today it locked in.

Wrist snap speed
77ms59ms
−18ms · faster wrist
Same release every rep?
50%100%
+50pp · locked in

If your kid trends toward looser mechanics across sessions, you see it the same week. If they hold tight for three weeks, the rep budget is paying off — and that's visible. That's why parents stay subscribed.

Why "strong throws" · not just a step counter

Field sessions aren't a silo. Between throws Rich walked to the net, fetched balls, set up. The watch sees motion either way — so we filter for the wrist signature of an actual throw (high peak G, fast wrist whip) and report that count. Multi-phase reps like the catcher's catch + exchange + throw collapse to one rep. Walking and setup motion drop out. The number you see is signal, not totals.

Not mockup data. Not synthetic. The pipeline already ran.

Five features.
All five proven on real data.

Three days, eleven baseball sessions, two of them with synced video. The numbers below are straight pipeline output from real wrist-IMU sessions Rich captured at the cage and on the mound.

Rich pitching · May 2 · 76.5 second session · raw sensor data

Eleven events. Bucketed automatically. Watch the brakes fail.

10g20g30g40gearly repslate reps · brakes fading →39424342444223240s15s30s45s60s75sMAX-EFFORT THROW (4)MEDIUM THROW (4)NOISE (3)

Every bar is an event the sensor caught. Bar height = peak G. Color = bucket the classifier put it in. Notice the four max-effort throws (12s, 21s, 33s, 59s) — then the late reps drop into the medium bucket as the arm fatigues. No human labeled any of this. The pipeline did it from the raw IMU stream.

Three days · eleven baseball sessions
Day 1
Thu · Apr 23
  • · 3× Rich wall hits
  • · Kid A baseball — 58 swings
  • · Kid B baseball — 67 swings
  • · Rich throws — 30 events
Day 2 · with video
Sat · May 2
  • · Rich batting — 28 hits 🎥
  • · Rich pitching — 19 throws 🎥
  • · 2× warmup pitching + batting
IMU + video synced for ground-truth check
Day 3
Sun · May 3
  • · Rich batting fresh — 35 hits
Fresh-arm baseline for fatigue comparison
The five-feature surface · pipeline output

Each feature has a coaching claim, a peer-reviewed signal grade, and a measured number from an actual session. None are projections. The code already runs.

01
Mechanics consistency

“Their swing path is 97% repeatable rep-to-rep.”

Cosine similarity of every rep-pair in a session. Pure math, no black box.

96.6%
Rich pitching · 8 reps
93.4%
Rich batting · 13 reps
~80%
Kid A · 58 swings
Distribution · Rich pitching · 28 pair-comparisons
70%85%100%
range 91% – 99.6%
02
Fatigue · session drift

“By rep five the brakes were already fading.”

Compare early-session reps to late-session reps. The arm gets weaker, slower, sloppier. The sensor sees it before the kid does.

From Rich pitching · May 2
Eight throws over 76 seconds. Rich felt fine. The data didn't.
Peak G−20.3%
EARLY
41.9g
LATE
33.4g
Peak gyro−31.8%
EARLY
3683dps
LATE
2513dps
Loading time+18ms slower
EARLY
138ms
LATE
156ms
03
Compactness

“Kid B's swing is 8.5× more compact than Kid A's.”

Time from swing-start to peak rotation. Universally taught. Never measured rep-by-rep in a consumer product. Until now.

Same drill · same wrist · April 23
Kid A · developing
long, loopy swing
424ms
Kid B · advanced
compact, repeatable · 2.3× faster
184ms
10/100
Kid A compactness
85/100
Kid B compactness
04
Event classifier · automatic rep counting + bucketing

“47 swings, 53 throws, 12 catches detected — automatically.”

See the hero chart at the top of this section — that's the classifier output for Rich's pitching session. No human labeled any of those eleven bars. Same logic ran on every session below.

Rich pitching · 11 events
4 max · 4 medium · 3 noise

Effort buckets emerge from peak G + gyro thresholds.

Rich batting · 16 events
8 contact · 5 check · 3 noise

Same classifier learns batting buckets from training.

Across 11 sessions
228+ events

The pitch-count + workload layer is real today.

05
Cadence signature

“Rhythmic. Or chaotic. The cadence is the signal.”

Inter-event intervals. A coach knows by ear when a kid is locked in. The sensor knows by CV (coefficient of variation).

Rich pitching CV 43% · Rich batting CV 99%
Pitching · CV 43%
8.6s median gap · disciplined cadence
RHYTHMIC
Batting · CV 99%
2.4s median · check swings + bursts
CHAOTIC
Across all sessions · the sensor reads a clean skill gradient

Three skill tiers, three different bodies, same wrist sensor. Distinguished without any tuning, calibration, or sport-specific algorithm.

Kid A · developing player
Same baseball drill · April 23
80%
Kid B · advanced youth player
Same baseball drill · April 23
95%
Rich · adult, casual rec
Pitching · pipeline-measured · May 2
97%
11
real baseball sessions
3
days of collection
5
features proven · pipeline ran
2
with synced video

The coaching app you see in the screens above is what we will build. The numbers that app will show are real today. The sensor already discriminates skill, catches fatigue, counts reps, classifies events, and reads cadence. We're building the layer that makes it visible to coaches and parents.

Your kid's coach

What it means when
your kid's coach
has the data.

Every coach your kid has ever had was working from gut, clipboard, and whatever they could hold in their head after watching twelve kids at once. That coach cares. They're just missing the one thing that would let them act on what they already suspect — a name, a number, and the data to back up the conversation they already knew they needed to have.

Now practice ends and the data's already there. Who had a flag session. Who improved. Who's near their weekly cap. They open the app, not a legal pad. By the time you've pulled out of the parking lot, your session report is already on your phone. Your kid gets the coach they deserve.

"I don't need a chart. I need to know which kid to talk to next."

Aaron · founding coach
Flag to fix in one tap

Drift detected. Drill assigned. Kid notified before they leave the field. No clipboard. No follow-up text.

Session reports send themselves

Practice ends. Twelve parent summaries auto-route. You text nobody. The team chat does it for you.

Parent meetings change completely

March through November — every trend, every load spike, every improvement. You walk in with evidence, not instinct.

Coach app · Roster screen
9:48·····52%
Saturday practice
12 of 14 here
attention
3
Pruitt H.
Loading +30ms vs 3-week
watch
Kayla M.
Mechanics drift mid-drill
rest 5
Marcus J.
Most compact swing this week
↑12%
Lila S.
Repeatability season high
96%
Diego R.
On baseline
ok
Ben T.
On baseline
ok
Aria K.
Workload nearing weekly cap
watch
Jacob V.
On baseline
ok
+4 more · all stable
Coach app · Tap a kid
9:48·····52%
Athlete
Pruitt H.
11 · throwing-hand right · multi-sport
Today

Loading-phase 30ms slower than their 3-week average. Same on Tuesday.

Drill prescription
Tee work · loading-phase reset
Drill #214 · 1:48 video
15
reps
3
sets
Sat
by
Coach assigned · video sent to Pruitt's app
This week
38
throws
22
swings
+18%
vs feb
Practice ends

Open the app. Every kid's session is already there — who flagged, who improved, who's on workload watch. Twelve kids reviewed in under five minutes. Pruitt's loading phase is slipping: assign him 15 reps of tee work before Saturday. He gets the notification before he leaves the field.

First time a coach has had any data at all — and a direct line from the data to the next drill.

10 minutes later

Twelve session reports auto-route to twelve sets of parents. You text nobody. The team chat does it for you.

No more "great practice!" texts you don't believe yourself.

Sunday 8 PM · weekly review

The week summary writes itself. Three kids on workload watch. Two new badges. Pull up. Forward. Done.

No spreadsheet. No memory game. No Sunday-night unpaid hour.

End of season

Pull up any kid's full arc — March through November. Every mechanic trend. Every load spike. Every improvement. You walk into the parent meeting with evidence, not instinct.

The season portfolio changes the conversation with parents completely.

Parent app · Saturday recap
10:46 AM·····78%
Lila · Saturday practice
Your three things, in plain language.
What improved
Mechanics consistency hit 96 — season high.
3 straight weeks of improvement on load timing
+7
Endurance score climbed past rep 25 today.
vs April baseline
+12%
⚠️What to watchCHECK IN
Workload at 72% of weekly cap — yellow zone.
Easy soccer day Sunday is fine
🎯What to do
Tee work 3× this week. Coach assigned.
Targets her load timing — the thing that's working
Easy day Sunday. Soccer light.
Auto-routed to Coach Marcos at the soccer club
Parent app · Lila's dashboard
10:46 AM·····78%
Lila Sterling · 13U softball
Today's four scores
Mechanics
96
↑ 7
Power
88
↑ 12%
Consistency
96
↑ high
Endurance
73
→ steady
Weekly workload
72% · CHECK IN
EASYCHECK INPULL BACK
Trend: All four scores up vs April. Tee work is paying off — keep going.
For the parent

Three things.
Not a wall of stats.

Every parent app on the market drops you into a dashboard with eight charts and zero answers. We don't. The drive-home push is structured the way a parent's brain actually works:

What improved

The wins. The gains since April. The thing the lessons are paying off on. Two bullets max.

⚠️What to watch

The drift, the workload zone, the one thing that needs a check-in. Soft language — never "at risk."

🎯What to do

The drill the coach assigned. The rest day. The texts auto-routed to the other coach. Concrete next moves.

Emily, founding co-coach

"Separate it into what improved, what to watch, and what to do. That's how a parent actually wants information. And the language matters — \"check in\" empowers a coach, \"at risk\" scares a parent."

Three things. Plain language. On the drive home. Every practice.

Why the whole team ends up wearing one

The kid wants it
before the parent does.
That's the plan.

Every wearable for kids dies because the kid doesn't care. We solved that with three things: a wrist that buzzes for every PR, a leaderboard that resets every Sunday, and a tier ladder they can climb by reps — not by buying anything.

Tier ladder · earned by reps

Bronze → Silver → Gold → Elite. Can't be bought. Doesn't reset because someone new joined. Pruitt is currently Gold — 3 more PRs to Elite.

Bronze
Silver
Gold
YOU
Elite
Wear it 2 weeks
5 PRs across 4 scores
Hit 90+ on 3 scores
Hold 95+ across all 4
Streaks · the thing kids will not break
🔥
Practice streak
sessions in a row · don't break it
14
📈
PR streak
weeks setting a personal record
3
💪
Iron streak
every practice · about showing up
12 wks
Aaron + Emily, founding coaches

"Two kids will start talking about it at practice and the others are like — wait, I need this to prove I have the fastest swing."

Kid app · post-session reveal
4:32 PM·····91%
🚀
Personal Record
Most compact swing
of the season — 184ms
2.3×
faster than your April baseline
Band synced · phone reveal in 30 seconds
Kid app · Team leaderboard
4:32 PM·····91%
This week
Most Compact Swing
Travel Baseball · 14 kids
#1
Marcus J. 🏆
168ms
#2
Lila S.
176ms
#3
Diego R.
182ms
#4
You
184ms
#5
Aria K.
192ms
Resets Sunday · 3d 22h left
The adoption flywheel
01

Marcus earns "Most Compact Swing" Sunday night.

02

Aaron screenshots the badge into the team group chat.

03

Your kid sees it at breakfast Monday.

04

Tuesday practice: "Dad, can I get one of those bands?"

05

$50. Done. Now they have the data — and Marcus can't ignore them.

How participation grows · how sales follow

They aren't competing
against the data alone.

Kids on the same team already compete every practice. We make that competition visible, fair, and real-numbered. Friends. Head-to-head. Team badges. Coach-triggered weekly challenges. Every loop drives one kid to ask their parent for a band — or a teammate to keep wearing theirs.

Kid app · Friend feed
4:32 PM·····91%
Your crew · 7 friends
This week's big moves
Marcus J.168ms
🏆 PR · Most Compact Swing
Sun 7:14p
Lila S.96
↑ Mechanics · season high
Sat 11:02a
Diego R.1.91s
⚔️ Beat your pop time
Fri 6:30p
Aria K.iron
🔥 14-session streak
Fri 5:00p
Kid app · Head-to-head
4:32 PM·····91%
⚔️ Live duel · 2 days left
Beat Marcus's pop time
Marcus
1.94s
to beat
YOU
1.97s
need −0.04s
92% there
Last 4 attempts
2.05
2.01
1.98
1.97
↓ Trending right way
Kid app · Coach challenge
4:32 PM·····91%
🎯 Coach Aaron · team challenge
Whoever holds 95+ Consistency Saturday wins ice cream
Leaderboard
#1Lila S.96.4
#2Marcus J.95.8
#3You94.1
#4Diego R.92.7
Team badges earned
🏆
🔥
🎯
+3 from last week
Ends Saturday 6 PM · 38h left
Friend loop
Their crew is on the leaderboard.

Friend feed shows PR moments live. Each one is a small dopamine hit + a small social proof. Kids who don't have a band see what they're missing.

Sales driver

Friends-of-friends ask their parents Tuesday morning.

Duel loop
Beat Marcus's pop time by Saturday.

Two kids, one number, 48 hours. Closed loop, immediate stakes. Reps go up, retention goes up, the band goes on every practice this week.

Sales driver

Beaten kid wants their own band to even the score.

Coach loop
Coach fires a weekly challenge.

Aaron picks the metric (Consistency 95+, longest streak, fastest snap-and-throw). Whole team plays. Whole team gets a team badge if they hit the threshold.

Sales driver

Team badge means kids without bands feel left out — by name, in the group chat.

Every loop drives a single behavior: one more kid asks their parent for the band. The Season Card sells the product to strangers. The friend, duel, and coach loops sell it to teammates.

The product nobody is selling

We don't sell a band.
We sell their Season Card.

Every kid in the cohort, end of season, gets a verified digital athletic card. Real stats — repeatability, compactness, total reps, how they grew against their own April baseline. Designed to be screenshotted. Designed to be posted. Designed to be the kid's first real piece of athletic identity.

The wearable is the data-collection layer. The Season Card is the artifact parents share. Every shared card is a free customer for the next cohort.

2026 Season#007 · Founding
Softball · 2026
Lila Sterling
SS · #14·13U Travel · Softball
Mechanics Repeatability
96
↑ +25 pts since February
Total swings
1,847
across 38 sessions
Total throws
1,124
field + tee work
Compactness
Top 15%
vs cohort
Loading phase
−28ms
tightened since April
Best session
May 14
98% repeatability
Iron streak
12 wks
every practice
🏆 Earned · Most Compact Swing · Week of May 12
Verified · sensor-measured
STATTERBOX
2026 Season#042 · Founding
Baseball · 2026
Pruitt Hayes
P / SS · #7·12U Travel · Baseball
Compactness Score
89
↑ from 64 in April
Pitches thrown
1,412
Pitch Smart compliant
Total swings
2,103
cage + game
Avg pop time
1.94s
from crouch
Mechanics consistency
94%
median rep-to-rep
Workload caps
0
exceeded all season
Cross-sport
+1
fall flag football
⚡ Earned · Cross-Sport Athlete · Spring + Fall
Verified · sensor-measured
STATTERBOX
Why this is how Statterbox grows
01
Parent

Posts Lila's Season Card to Instagram on the last Saturday of the season.

Real number. Beautifully designed. Tagged with the year. Their kid, verified.

02
Friend's parent

Sees it scrolling on Sunday morning. Comments: "What is this???"

Their kid plays travel baseball too. They've never had anything like this.

03
Next cohort

Three texts and one DM later, that family signs up.

Free CAC. The card sells the band. The band feeds the next card.

And every Sunday in between

Auto-generated weekly scorecards.
A small Season Card every week — for 52 weeks.

Overall score
92
Up 4 from last week

The week's average across Mechanics, Power, Consistency, Endurance.

Top improvement
+8 pts
Mechanics consistency

The single biggest jump — what to celebrate Sunday night.

Focus area
Endurance
Held only to rep 22

What the coach builds drills around for the coming week.

Auto-routed to coach + parent every Sunday at 8 PM. Shareable. Stackable. The 52-week collection becomes the Season Card at year's end.

The price reframe

$50 for a band is a band. $50 for your kid's first real verified Season Card every year — that's a tradition you start now and keep until they age out.

The Founding 100 reframe

Every founding-cohort card is serial #001 – #100. The first hundred kids ever to have one. Not a marketing gimmick — an actual collectible artifact tied to the product's origin.

Coaches got real-time alerts. Parents got drive-home pushes. Kids got leaderboards. The card is what the season builds toward. And the next cohort is what the card builds toward.

The thing nothing else does

Bat sensors die
in October.
We don't.

Every single-sport tracker on the market loses your kid the moment they pick up a different ball. The bat sensor goes in a drawer. The kicker sensor never sees them swing.

We follow them. Same band, same ID, same year-long story. By month three, a coach can say things no other product can say.

ONE BAND · ONE KID · ONE YEARThe only product that sees the whole yearJANFEBMARAPRMAYJUNJULAUGSEPOCTNOVDECSOFTBALLBASEBALLFOOTBALLSOCCER◄ SAME BAND · SAME PROFILE · NO GAPS ►
Year-long coverage · against every competitor on the market

Cross-sport coverage is not a feature. It is the entire business. Anyone catching up has to start the year-long calendar over from scratch.

Statterbox
100% of year covered
One band, all four sports, year-round.
Bat sensor (Blast / Diamond Kinetics)
33% of year covered
Dies when fall ball ends.
Pitcher arm sleeves (Motus / Pulse)
25% of year covered
Pitchers only. Misses fielders, hitters, every other sport.
Apple Watch fitness apps
50% of year covered
Generic activity. No mechanics. No baseline. No coach view.
Radar guns (Stalker / Pocket Radar)
20% of year covered
Pitch velocity only. No daily wear, no longitudinal arc.
Rec-team self-report
0% of year covered
"How was practice?" "I dunno." That's the data.
Mar · Apr · May · Jun

Softball

Captured by the band
  • · windmill release timing
  • · pitch count
  • · swing compactness
  • · weekly workload
Apr · May · Jun · Jul

Baseball

Captured by the band
  • · swing tempo
  • · load timing
  • · throw count
  • · weekly workload
Aug · Sep · Oct · Nov

Football

Captured by the band
  • · snap-and-throw
  • · catch impact
  • · drop-back tempo
  • · session load
Sep · → · May

Soccer (year-round)

Captured by the band
  • · kick approach
  • · sprint cadence
  • · session load
  • · leg asymmetry
What a coach can say after your kid's first full year

These insights require a full year of multi-sport data. The founding cohort is year one.

"Their baseball swing hasn't lost any tempo since July — football season hasn't dragged it."

"Their throwing arm carried 340 pitches from April to July, then went straight into 60 snaps a practice in August. We flagged it. They're fine."

"Their fall football compactness mirrors the gain made in summer baseball — same body learned both."

"Their weekly load is 22% above their February baseline. Pull back this week or the tournament will pull back for you."

By position. By sport.

Not "fitness tracker."
Every position. Every sport.

Generic fitness wearables hand you steps, heart rate, and a score that means nothing in your sport. We hand you the specifics that match the position your kid plays — shortstop, linebacker, forward, catcher — on the day they play it.

Baseball / SoftballEvery position

Throwing mechanics + swing compactness, every rep

Pitchers, catchers, infielders, batters. Loading phase, arm slot, pop time, swing compactness. Not just the pitcher on a pitch count — every kid making throws at practice has data worth collecting.

FootballQB / WR / TE / LB / DB / RB

Hand-fighting + release mechanics

QB drop-back tempo. WR catch impact. LB shedding blocks. DB jamming. The 80% of the roster that isn't the kicker — finally has data.

Football kicker · SoccerKicking-leg ankle

Kick approach + sprint cadence

Band on the ankle, not the wrist. Approach tempo, follow-through arc, work:rest ratio. The 80-minute kid vs the 40-minute kid — distinguishable from minute one.

All sportsThe cross-sport view

Cumulative arm load · April through November

One arm. Three sports. Two coaches who never spoke to each other. The band is the only thing that sees the total throwing load from baseball through fall football. When the arm carries too much across seasons, we see it before it reports.

The thing parents really want

Pitch Smart, automated.
For every coach and every parent.

USA Baseball mandates pitch count limits by age — 50 per outing for a 10U pitcher, 75 for 12U, 95 for 14U, with required rest days that scale with workload. Every coach knows the rule. Most can't actually track it across a tournament weekend with five teams on five fields.

The band counts every pitch. Live during the game. Across every team your kid plays for. Coach gets a soft warning at 80% of the limit. Parent gets a heads-up before the kid steps back on the mound. Hard rule violations get flagged for the league.

If you've ever counted pitches in a notebook between innings while also coaching third base, you know exactly why this exists.

Pitch Smart · 12U
Pruitt H. — today
Game pitch count62 / 75 limit

13 pitches to limit. Soft warning at 60.

Required rest3 days @ this count

Cannot pitch in another league game until Tuesday.

Cross-team awareness

Travel coach, school coach, and parent all see the same number. No one accidentally pitches them on a rest day.

Tournament weekend mode

Three games Saturday. Two Sunday. We track all five.

Travel-ball workload doesn't fit in a single-game tracker. We aggregate the whole weekend, alert you when a kid's hit a personal cap, and produce a Monday-morning recap a coach can actually use to plan the week.

Return-to-play tracking

They had a sore arm Tuesday. Show the curve back.

Mechanics drift, loading time, deceleration — all tracked against their pre-injury baseline. You see the numbers come back, day by day. Real evidence to show the parents (and yourself) before you put them on the mound again.

Family multi-kid view

Two kids. Two sports. One app.

Lila plays softball Tuesday and soccer Saturday. Her brother Pruitt is travel baseball + flag football. Same parent app. One pane of glass for the whole household.

Coming after V0

The drill recommender.

When the band detects loading drift on a kid, the app suggests three specific drills proven to fix that pattern. Not just diagnosis — prescription. V1 feature, coming online once cohort feedback locks the drill library.

V1 roadmap · what's coming after the founding cohort
Daily Readiness

Ready · Check in · Pull back.

Every morning, the app reads the prior session's workload and mechanics drift to set a readiness status. Green means go. Amber means go light. Red means rest and here's why. Coaches plan practice differently when they know three kids are in "check in" before warmup.

Coach Override

The algorithm miscounts. Coaches catch it.

A coach can flag a false rep, reclassify a motion (swing miscounted as throw), or mark a full session as a bad-data capture. That flag trains the model. Every override makes the next session more accurate. The technical name is RLHF — the coach's name for it is "finally, someone listens."

Session Labeling

Practice ≠ private lesson ≠ free training.

Session type is selected at the start of every session. A 50-pitch private lesson and a 50-pitch scrimmage are different loads — the context tag changes how we frame the workload number and what we compare it against. Available at V0 launch.

The questions every parent asks first

Hardware policy.
No surprises.

💧
Water + sweat
Splash + sweat proof.

Rated for practice and games. Goes through a full summer of softball without an issue. Not rated for the pool — take it off before swimming.

🛠️
Defects
We stand behind the hardware.

Band fails on its own (battery, sensor, button) — that's on us. The kid's profile, scores, streaks, and Season Card progress live in the cloud, not on the device — none of that is at risk if a band has to be swapped. Final warranty + replacement details ship with V1 hardware, before the founding cohort goes live.

Battery life
~6 hours active

One full practice or one tournament day. Charges to full in 90 minutes via USB-C. Most cohort families charge it weekly.

Bands per kid
One. One profile.

Same band for baseball + football + soccer. Move it from wrist to ankle for soccer. The profile follows the kid, not the sport.

Data after they age out
Stays with the kid.

Whatever they did from age 11 to age 18 is theirs — exportable, portable, no lock-in. The Season Cards don't disappear if they cancel.

Data access · by role

Who can see what.
No surprises.

Parent owns the profile. Coach sees the workload. Kid sees the leaderboard. Every access decision is parent-controlled — and cross-team visibility is the point, not an oversight.

👨‍👩‍👧Parent
Sees
Everything — all scores, all sessions, all workload across every sport and team.
Cannot see
Other kids' individual data.
📋Coach
Sees
Workload + session data for their sport only. Live drift flags during practice. Roster-level view.
Cannot see
Data from other teams or sports without parent authorization. Other families' private notes.
Kid
Sees
Their own scores, PRs, streak, level, and leaderboard position. Team badges. Nothing private about other kids.
Cannot see
Other kids' individual scores or workload numbers.
The question every multi-sport parent asks

Can the baseball coach see the football season data?

Yes — and that's the whole point. Your kid's throwing arm doesn't care which jersey they're wearing. Both coaches see the same cumulative workload number. When the travel coach knows the school season just ended with 68 pitches on Saturday, August conditioning goes differently. The band is the only thing in the system that sees both.
🔒

Youth data privacy: Parent owns the profile. Team-only visibility — no public athlete records, no location sharing. Data is never sold. COPPA compliance is built into the architecture, not bolted on. Your kid's record is theirs, exportable, at any age.

What the blind spot costs

The window closes.
Most parents don't see it go.

Ages 7 to 14 are the years when athletic motor patterns are built — or built wrong. What you catch in this window matters. What you miss sticks.

Without the data
57%
The cost

of Tommy John surgeries are on athletes ages 15–19. The damage starts ages 9–14.

The injury that felt sudden

It never is. Overuse injuries have a 6-to-12 week runway — mechanics drifting, load accumulating, deceleration weakening rep by rep. The pain is the moment the body ran out of compensation room. Without cross-sport tracking, that runway is invisible.

Without the data
>50%
The cost

of youth sports injuries are overuse — not acute accidents. Preventable.

The plateau nobody can explain

Three years of practice, two coaches, $6,000 in club fees — and their swing hasn't measurably changed in 18 months. Not because they aren't working. Because nobody has a baseline to measure against.

Without the data
3.5×
The cost

overuse injury rate in single-sport year-round athletes vs. balanced multi-sport.

The cross-sport collision

"The soccer season ends Saturday. Football conditioning starts Monday. We're crossing our fingers." Their coaches don't talk to each other. Neither dataset connects. Your kid's body is the only thing that sees the combined load — and it communicates in pain, not data.

Same kid · same season · two outcomes

Pull any moment from a youth-sports calendar. The data either exists or it doesn't. The difference is the rest of their athletic life.

Late-July tournament
✗ Without the data

68 pitches Saturday felt fine. 54 more Sunday felt fine. Soreness shows up week 3 of August football.

✓ With the band

Pitch count auto-tracked. Soft warning at 80%. Coach assigns rest before football conditioning starts.

Sept fall-football
✗ Without the data

Same arm. Different jersey. New coach who never spoke to the baseball coach. The arm carries July's load into 60 throws a practice.

✓ With the band

Cross-season workload visible to both coaches. "Last week was a 340-pitch month. Easy day Tuesday."

Mid-season plateau
✗ Without the data

"They're working hard, just hasn't clicked." $100/hour lessons keep getting scheduled. No baseline to validate.

✓ With the band

Mechanics consistency 78% → 92% over 6 weeks. The lessons ARE working. Or they're not — the data tells you which.

The shoulder "feels weird"
✗ Without the data

Kid says fine because they want to play. Parent gives ibuprofen. Three weeks later: scan, surgery, season.

✓ With the band

Loading-phase drift detected 11 days before pain. Coach pulls the kid. Two weeks of rest. Season saved.

"We didn't know" is the most expensive sentence in youth sports. You are not going to say it.

The founding cohort is 100 families. At $50, it is the clearest development record you will have all season. The development clock is already running.

Internal vision · V4 only

Where this goes.
The five-year arc.

The founding cohort isn't the product. It's the proof. What we're actually building — if we execute — is the first verified athletic development record that follows a kid from age 8 to age 18 across every sport they play. That record becomes the artifact that exists nowhere else in youth sports.

Year 1–2

Prove the sensor. Prove the story.

100 founding-cohort kids. Four sports. Fall football preseason as the proving ground. We don't need the whole market — we need Aaron's network to say "this changed how I coach" and Emily's network to say "this is the first thing that actually tracked my kid's arm all season." That quote, from those people, unlocks everything after it.

  • Pitch count + cross-team arm load tracking validated
  • Cross-sport fingerprint built for each founding kid
  • Season Card shipped as a real artifact at end of year
  • Enough data to train the proprietary classification model
Year 3–4

The longitudinal moat kicks in.

By year three, the kid who started at 11 has three seasons of data. Their baseball throwing mechanics, their fall-football arm load, their soccer-season hip mobility — all on one timeline. No other product in the world has that. Not because we're smarter. Because we were the only ones who put the same sensor on the same kid across multiple sports for multiple years and kept the profile intact.

  • Multi-season cross-sport timelines drive retention
  • Coach Override + RLHF loops sharpen the classifier per sport
  • Season Card becomes a high-school athlete's primary record
  • Recruiting inquiry surface opens — not pitching it, responding to it
Year 5+

The discovery platform.

NCSA has highlight videos. Hudl has game film. Nobody has biometric proof of development trajectory. A scout watching a 15-year-old doesn't know if that kid has been overthrowing for three seasons or just peaked. We do. The Season Card is the resume. The longitudinal record is the reference letter. At scale, this is the data layer youth sports recruiting doesn't know it's missing yet.

  • Season Card opt-in sharing with coaches, scouts, recruiting platforms
  • Verified development trajectory — not self-reported stats
  • The first youth sports platform where the data follows the kid through high school
  • Cross-team workload graphs become the standard due-diligence tool for any coach inheriting an athlete
The gap we're filling
"The LinkedIn for youth sports doesn't exist yet."

LinkedIn works because it follows the professional across companies. The Season Card works because it follows the athlete across teams, sports, and years — independent of which jersey they're wearing. That portability is the moat.

Why now

The hardware is finally cheap enough to be disposable.

WHOOP proved parents and athletes will pay for biometric data. Apple Watch proved the wrist is a viable data capture point. What neither of them did was build a classifier that understands the difference between a QB drop-back and a defensive tackle's hand-fight — because they weren't trying to. We are. The IMU is commoditized. The sport-specific classification layer is the work. That's where the moat is.

Why us

Aaron's network is the distribution. The FoilBear pipeline is the stack.

We don't need to go cold. Aaron is a youth football coach with three multi-sport kids and a network of other coaches who will take his call. Emily's circle is the parent-community validation. The FoilBear BLE + IMU pipeline already runs in production — we're not starting from scratch on the sensor stack. The founding advantage is real, and it's specific to these two people.

The real moat

Three seasons of cross-sport data on one kid is irreproducible.

A competitor can build a better sensor. They cannot rebuild a longitudinal dataset of youth athletes who wore the band through baseball AND football AND soccer AND stayed on the platform. Retention isn't just a revenue metric — it's the data flywheel that makes the classifier proprietary. Year-three data makes year-one data more valuable. That compounds.

The $50M question

PickleBear-class product = $3–5M. This = $50M+ if the moat materializes.

Single-sport wearable is a fine business. Multi-sport longitudinal platform with a proprietary classifier trained on cross-sport youth data is a different category. The thesis pre-validated on the founding call — Aaron and Emily articulated "compare 5yo to high school" before it was even pitched. That's the customer telling you what they'd pay for before you ask.

What has to go right
Hardware ships on time.

Custom PCB (nRF52840 + ICM-42688-P) is 10–15 weeks. Miss the fall football preseason window and the founding cohort story slips a full year. This is the critical path.

Founding kids actually wear it.

Compliance follows motivation — the thesis is that the leaderboard and Season Card make kids want it on. This is unproven. The V0 cohort is the test. We don't hand-wave this risk.

The classifier gets good enough.

Cross-sport classification (QB throw vs. WR route run vs. defensive rep) has to be accurate enough that coaches trust the rep count. Coach Override is the feedback loop. If the model doesn't improve fast enough, the coaching story falls apart.

How we compare

The market just consolidated
around the swing.
We're building something else.

In May 2026, WIN Reality acquired Blast Motion — combining VR batting training with 500M+ swing records into a single premium hitting bundle. It's a meaningful deal. It validates that parents will pay real money for youth sports sensor data. What it also clarifies: the market's best products go very deep on one motion, for one sport, in one setting. Statterbox is a different bet — one kid, every sport, every season.

Hitting specialist
WIN Reality + Blast Motion
Sports covered
Baseball / softball hitting
What it measures
Bat speed, swing path, attack angle, time-to-contact
Where it lives
Batting cage, gym, indoors
Multi-sport · one kid
Cross-season record
Cost · year 1
~$150–200 (sensor) · $1,000+ (VR bundle)
Best for
Dedicated hitters who want cage-proven swing data

500M swing records on bats. Deep on one motion.

Throwing specialist
PULSE / Motus throwSleeve
Sports covered
Baseball / softball pitching
What it measures
Arm slot, arm speed, elbow stress (acute load)
Where it lives
Bullpen, field practice
Multi-sport · one kid
Cross-season record
Cost · year 1
~$200–300/year
Best for
Serious pitchers managing arm load and injury risk

Built for pitchers managing arm load. One sport, one motion.

General wearable
Apple Watch / WHOOP
Sports covered
All (fitness-level tracking)
What it measures
HR, steps, sleep, generic activity — not mechanics
Where it lives
Everywhere — wrist 24/7
Multi-sport · one kid
Partial
Cross-season record
Partial
Cost · year 1
$200–500 hardware · up to $30/mo (WHOOP)
Best for
Overall fitness awareness — not sport-specific coaching

Tracks the kid's pulse. Doesn't know they're throwing.

Multi-sport platform
Statterbox
Sports covered
Baseball · Softball · Football · Soccer (V0)
What it measures
9 Money tiers: pronation timing, mechanics, power, consistency, workload, elbow plane, momentum continuity
Where it lives
Every practice · every field · every season
Multi-sport · one kid
Cross-season record
Cost · year 1
$50 founding / $89–179/year post-launch
Best for
Multi-sport kids and the parents tracking their whole development arc

Every motion the kid makes on every field they play on.

Why this comparison matters

Single-motion sensors and VR cages answer one question well: how good is the swing right now? Statterbox answers a different question: who is this kid becoming as an athlete — across everything they do, over years? Both are real questions. They serve different parents. A family with a single-sport travel commitment and a cage subscription already has a great option. A family with a kid who plays baseball in spring, football in fall, and soccer year-round — following that kid across all of it — that's who we're for.

Questions parents actually ask

Questions.
Answered.

What ages is this designed for?

The developmental window we're targeting is ages 7–14 — the years when athletic motor patterns form. If your kid is 8 and plays rec baseball, the band fits and the data is useful. If they're 14 and multi-sport, the cross-season longitudinal story is already building. The founding cohort is focused on youth through early high school.

My kid plays baseball AND soccer. Do they need two different bands?

One band. The same band that tracks their baseball throwing arm in April sits on the kicking-leg ankle strap in September for soccer. The app knows which sport they're in based on the mounting point selected at the start of a session. One device, one profile, one year-long story.

Their travel baseball coach and school team coach have never spoken. Can both see the data?

Yes, and that's the whole point. Your kid's throwing arm doesn't care which jersey they're wearing. Both coaches see the same cumulative pitch count, the same workload number, the same loading trends. When the travel coach knows the school season just ended with 68 pitches on Saturday, August conditioning goes differently. The band is the only thing in the system that sees both.

Will it actually get in the way? Will they wear it?

The band sits on the throwing-hand wrist — above the glove line for fielding, above the grip line for batting. For kickers and soccer players it mounts on the ankle. We designed it to be forgotten between reps. The V0 cohort is the compliance test. Our thesis: the leaderboard makes them want it on. Compliance follows motivation.

What does the subscription cost after the first 6 months?

Not locked in yet — and that's honest. The founding cohort is how we calibrate what the data is worth to real families. Founding members lock the lowest price we will ever charge, for the life of the product. You're paying $50 for the hardware and getting 6 months to tell us what you'd pay to keep it.

We have two kids in two different sports. Do we need two bands?

Yes, one band per kid. Each band belongs to one athlete profile — that's how the individual baseline and the cross-sport longitudinal story get built. The parent app shows both kids on the same dashboard. You manage two profiles from one screen.

What if my kid quits one sport mid-season?

Nothing breaks. The band keeps tracking whatever sports they're still playing. The data from the sport they left stays in the historical record — which is actually valuable for cross-season comparison when they pick it back up next year. The profile is cumulative.

Is this just for throwing sports, or does it track kickers and soccer too?

Both wrist and ankle placement are in the V0 launch. Football kickers and punters wear the band on the kicking-leg ankle. Soccer players do the same. The IMU captures kick approach tempo and follow-through signature distinctly from throwing mechanics — the classifier knows the difference. The Specifics section earlier on this page has the position-by-position breakdown.

Is it waterproof?

Splash + sweat proof. Rated for practice, games, rain delays, and a full summer of softball without an issue. Not rated for swimming pools — take it off before they jump in. We optimize for the field, not the pool.

What if it just breaks on its own?

Hardware defects (battery, sensor, button) — we replace it free. We're shipping a piece of equipment, not a phone — if our band fails on its own, that's our problem. If a kid threw it across the dugout, that's the lost-band policy. Both paths get you a working band; the only difference is who's responsible.

Does the band give my kid feedback while they're playing?

The band is a sealed coin sensor — no screen, no scoring LED, no haptic feedback. It's a purpose-built collector. All scoring and feedback live at the apps. The coach's phone (in their pocket) gets a live drift flag if BLE-connected during practice. The parent's phone gets a PR push as the band syncs. The kid sees their reveal on their phone seconds after taking the band off. We're not putting compute on the band. Ever. The apps stay the smart layer so they can update weekly — instead of the hardware shipping a firmware fix once a year. Cheap band, smart apps, indefinite product velocity.

What does "check in" mean instead of "at risk"?

Word choice. We chose softer language on purpose. "Yellow zone — check in" is what a coach can do. "At risk" is what a parent panics about. The data doesn't change. The framing does. Coaches deserve actionable guidance; parents don't deserve to be scared by a yellow bar on a chart.

Can the app know if it's practice, a private lesson, or free training?

Yes — session type is selected at the start of every session: practice, private lesson, clinic, or free training. The distinction matters for workload tracking. A private lesson is high-intensity, coach-directed, often shorter in reps but higher in quality focus. A free training session is self-paced, higher rep volume, lower intensity. The band captures the same mechanics data either way, but the context tag changes how we frame the workload number and what we compare it against. A 50-pitch private lesson isn't the same load as a 50-pitch scrimmage.

Founding 100 · coach-curated cohort

Your kid.
Not a wait list.

One hundred kids who actually wear the band — in real practices, real games, real seasons. Every family selected by a founding coach who knows their kid. Not a public lottery. Not a Kickstarter waitlist that never ships.

Founding 100 · live cohort tracker
23of 100 spots reserved
77 remaining · curated by founding coaches · not a wait list
FOUNDER 1FOUNDER 100
Founding price
$50band + accessories
+ 6 months free coaching subscription
Locked in for the life of the product. New generations, same price.
⭐ Founding card #001 – #100 · serial-numbered Season Cards
What ships
  • · Sensor band (wrist)
  • · Ankle strap (soccer / kicker)
  • · Charging cable + caddy
  • · Coach + Parent + Kid apps
  • · One free replacement / year
Who gets in
  • · Multi-sport families (2+ sports per year)
  • · Parents writing $3K+ in club checks without a way to measure what's working
  • · Families who can commit the full season — the year-long story requires the year
What founding cohort gets that no one ever will again
🎴

Season Card serial #001 – #100. Permanent collectible.

🔒

Founding pricing locked for life of product.

🗣️

Direct line to product team — your feedback shapes V1.

Reserve your kid's spot

Tell us your kid's sport and age. We'll be in touch.

Get my kid in

Want one for your team?

The founding cohort is selectively curated by coach. If you run a youth baseball, softball, football, or soccer program and want bands for your kids, get in touch.

Founding cohort
Fall 2026

What we don't claimBall exit velocity. Pitching velocity at high-school level and above. Joint kinematics (hip separation, shoulder torques, knee flex). Concussion or head impact. Injury risk score. Position-specific lineman coaching. A wrist sensor cannot deliver these. Every claim on this page traces to peer-reviewed biomechanics literature or in-hand recorded data from real kids.

How we frame everything elseObservational, not diagnostic. We surface patterns. Your coach makes the call. We're the eyes on every kid every practice — not the doctor.