Practice-to-Meet Predictions

Know what to expect
before you race.

AI-powered predictions connect your practice times to realistic meet performance ranges. For swimmers and coaches.

How it works

From practice log to race-day prediction in three steps.

Step 1

Log Practice Times

Record interval times, test sets, and race-pace work during practice.

Practice time logging interface

Step 2

AI Analyzes Patterns

Our model compares practice data against meet history, training load, and taper status.

AI pattern analysis visualization

Step 3

Get Your Prediction

See a realistic time range with confidence level before your next race.

Prediction result with confidence level

What a prediction looks like

A realistic preview of your next meet performance, built from your training data.

Event
200 Freestyle SCY
High Confidence
Predicted Range
1:48.2 - 1:49.8
Trend
Improving
Last Meet
1:49.4
Jan 15, 2026
Based on
14 practice logs6 meetsCurrent taper status
For Coaches

Pre-meet predictions for your entire roster

Before every meet, see predicted times for your entire roster. Know who's trending up, who might struggle, and where to focus your pre-meet conversations.

Learn more about coaching tools

Pre-meet team predictions table

Accuracy Tracking

See how predictions compare to results

After every meet, see how predictions compared to actual results. Track prediction accuracy over time and build trust in the data.

Post-meet accuracy dashboard

Frequently asked questions

Accuracy improves with more data. After 10+ practice logs and 3+ meets, most predictions land within 1-2 seconds.

No, but more data means better predictions. We recommend logging at least your main set 2-3 times per week.

Yes, coaches on the Coach or Club plan see predictions for all their athletes.

Yes, the model factors in training volume changes and taper patterns from previous seasons.

All standard competitive swimming events from 50 Free through 1650/1500 Free, all strokes and IMs.

Practice-to-meet predictions require the AI Coached plan ($19/mo) or a Club plan.

Start tracking your predictions

Connect your practice data to realistic meet performance ranges with AI-powered insights.