Athlete General Intelligence
One engine across all your sports — the few things that move everything
Most analysis tools are specialists: one looks at your swing, one matches drills, one tracks progress. Athlete General Intelligence is the generalist — it looks at everything you have analysed, across every sport, at the same time, and answers the bigger question a single specialist cannot: of everything you could train, which one thing improves the most?
What “general” means here
AGI = Athlete General Intelligence. The word “general” is used in its real technical sense: breadth and transfer across domains — your sports — instead of one narrow task. It is the opposite of a single-purpose tool. It is not “artificial general intelligence” in the science-fiction sense: it is not self-aware and does not think like a person. We picked the honest reading of the letters.
What it does
Finds your keystone
The single capability limiting the most sports at once. Train it, and every sport that uses it lifts together.
Shows what transfers
A skill you already own in one sport often carries to another — those links are surfaced, not assumed.
Factors in today
Your readiness scales how hard to train, and a discomfort flag always comes first.
Tracks whether it moved
It remembers your capabilities and tells you honestly whether the thing you trained actually changed.
Builds one plan
A prioritised week that leads with the drills you have personally found helpful.
The idea that makes it work
Every sport-specific measurement is mapped onto a small set of sport-neutral capabilities — the traits you actually carry between sports. That is what lets the engine reason about you rather than one isolated swing: the same rotation that powers a golf drive powers a tennis forehand.
- Rotation & coil
- How much you turn, and whether you keep it under control on the way back down.
- Kinetic sequencing
- Whether your body fires in the right order — ground up, not arms first.
- Balance & posture
- Whether your base holds its shape while everything above it moves fast.
- Tempo & timing
- The rhythm of the motion and whether it arrives when the ball does.
- Power & speed
- How much speed you actually deliver where it counts.
- Consistency
- Whether the same motion repeats — the trait that turns a good rep into a reliable one.
See a keystone in action
The limiter
A golfer's hip rotation was capping their backswing coil — the same rotation caps their tennis serve turn and their baseball hip-shoulder separation.
The transfer
One drill lifts all three, because it targets the shared capability instead of any single sport's swing.
The plan
Athlete General Intelligence ranks that one drill above sport-specific fixes, because it moves the most sports at once.
The retest
Progress is tracked per capability, so the keystone's movement shows up before any single sport's score does.
How it stays honest
Like the rest of SwingVantage, it shows its work. Every conclusion carries an inspectable chain of reasoning, every capability shows its basis (measured vs estimate) and confidence, and the whole picture gets a single A–D trust grade that always explains what would raise it. Single-camera analysis is an estimate, never a lab measurement, and nothing here is medical or injury advice.
See the full methodology for exactly what SwingVantage measures, estimates, and does not.
Try it free
Analyse one swing and Athlete General Intelligence builds your cross-sport model. Add a second sport and it starts finding what transfers between them. Free to start.
Start Here — FreeFrequently asked questions
- Is this "artificial general intelligence"?
- No. "AGI" here means Athlete General Intelligence. "General" is used in its real technical sense — breadth and transfer across many domains (your sports) instead of one narrow task. It is not self-aware and does not think like a person. We chose the honest reading of the letters.
- What does it actually do?
- It fuses everything you have analysed — across golf, tennis, baseball, and softball — into one model of you as an athlete, then finds your keystone: the single capability that limits the most sports at once. It also shows what transfers between your sports, factors in today's readiness, tracks your progress over time, and turns it into one prioritised plan.
- How is it different from a single-swing analysis?
- A normal analysis looks at one swing in one sport. Athlete General Intelligence reasons across all of them at once. That is what lets it answer a bigger question: of everything you could work on, which one thing improves the most sports? Train that, and you lift several at the same time.
- How do I know how much to trust it?
- Every capability carries a basis (measured vs estimate) and a confidence, and the whole picture gets a single A–D trust grade that explains what is holding it up and what would raise it. Single-camera analysis is always called an estimate, never a lab measurement.
- Where does my data live?
- On your device. Athlete General Intelligence reads the sessions you have already analysed locally — it sends nothing to a server. Nothing here is medical or injury advice.
Your swing, decoded — coaching in your pocket. SwingVantage reads your data and hands you the one fix that matters most, with confident, data-backed guidance you can use today. Findings are heuristic estimates — smart reads that sharpen with every swing you add — and they pair perfectly with a coach for injury concerns or advanced technique work, so you show up to those sessions already ahead.