Understand heuristic vs AI feedback
Know exactly what your feedback is — a fast on-device read, an optional AI-enhanced look, and how confident each one is.
- Type: Deep Dive
- Sport: All sports
- Level: Beginner
- Area: Analyze Your Swing
- Watch: 1:50
- Read: 1 min
Recording coming soon — the full written walkthrough is below, so you can follow along now.
What you'll learn
- What on-device (heuristic) feedback is and when to trust it
- What AI-enhanced analysis adds
- How confidence labels and video quality fit together
Before you start
- Your sport selected so the analysis applies the right checkpoints.
- A swing clip filmed down-the-line or face-on, with your whole body in frame.
- Good, even lighting — avoid strong backlight that hides your body outline.
Step by step
Start with the on-device read
SwingVantage first uses proven rules on your device — instant, private, and always available.
Add AI when you want more
Turn on AI-enhanced analysis for a second, richer look at the same swing.
Read the labels
Every finding is tagged by how it was produced and how confident it is.
- Why it matters:Why
- The label tells you how much weight to give it.
Mind the video quality
Clearer clips raise confidence; lower-quality clips are marked so nothing is oversold.
Confirm with a retest
Whichever you use, a retest is what turns feedback into proof.
Try it now
Put this into practice in SwingVantage — free to start, no account needed.
Try it nowCommon mistakes
Filming from too far away or with your body partly out of frame.
Fill the frame with your whole body and keep the camera steady and level.
Using the wrong camera angle for what you want to see.
Down-the-line shows path and plane; face-on shows contact and posture.
Expecting lab-grade precision from a phone clip.
Treat the read as a confident starting point, not a measurement — clearer video raises confidence.
What happens next
Get your one-fix plan
Focus on the single change that will move your swing the most right now.
Continue your path
The next lessons that build on this one.
Getting Started · 1:08
Get started with SwingVantage
Getting Started · 0:33
Get your first result in about two minutes
Getting Started · 0:24
Find your way around your dashboard
Getting Started · 0:27
Switch between your sports
Getting Started · 0:30
Get around SwingVantage with confidence
Walkthrough · 0:33
Upload your first swing video
Trust & accuracy
SwingVantage leads with a fast, on-device read (heuristics) and adds AI-enhanced analysis when you turn it on. Both are decision support, not a biomechanics lab — clearer video raises confidence, and lower-quality clips are labeled as such. Use the feedback to pick one thing to work on, then let a retest confirm it.
Frequently asked
What does the "Understand heuristic vs AI feedback" video cover?
SwingVantage gives you a fast on-device read first, then optional AI-enhanced analysis. This lesson explains the difference in plain language, what each is good for, and how video quality affects how confident your feedback is.
How do I get started?
SwingVantage starts with a fast, on-device read using proven rules — no waiting, no keys.
What's the key thing to remember?
Whichever you use, confirm the change with a retest — that is what makes it real.
Full transcript
- SwingVantage starts with a fast, on-device read using proven rules — no waiting, no keys.
- When you turn it on, AI-enhanced analysis adds a second, richer look at your swing.
- Both are decision support, not a biomechanics lab — they help you pick one thing to work on.
- Every finding is labeled by how it was produced and how confident it is.
- Clearer video raises confidence; lower-quality clips are marked so you know how much to trust them.
- Whichever you use, confirm the change with a retest — that is what makes it real.