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App where a swim coach can upload their own training philosophy so AI analysis follows their system, not a generic one

By Arman Sanei · lead age-group coach, Etobicoke Swim Club

The problem with generic zone models

Most swim analysis tools ship with a default energy-system model: five zones, roughly matched to percentages of threshold pace, built from a textbook that isn't yours. If your program is built on a different structure — different zone names, different rest ratios, a different way of calculating pace bases — a generic model will mislabel your sets. A threshold set in your system gets read as aerobic. A descend set built around best-time percentages gets flattened into someone else's five-zone chart.

This isn't a small annoyance. If you've spent years tuning a system — how you name zones, how you set pace bases, how you build rest into a set — you want a tool that respects that system, not one that overwrites it with a stock model.

What "your philosophy" actually is, in concrete terms

Before any tool can follow your system, you need to be able to write it down. Most coaching philosophies reduce to four components:

If you can write these four things down on one page, you have something a tool — or an assistant coach — can actually follow.

Building a spec sheet you can hand to any system

Write it like you'd write it for a new assistant coach who's never seen your program. Concrete example, distance-based CSS system:

A sprint-oriented system looks completely different — zones built off percentage of best 50/100 time, shorter rest even at high intensity because the philosophy prioritizes repeatability over full recovery. Neither is wrong. But a tool that assumes one universal model will misread whichever one you don't happen to use.

What to check before you trust a tool with your system

When you're evaluating any workout-analysis tool, ask these questions directly:

If a tool can't take input beyond a workout description, it's not analyzing your system. It's translating your sets into its own, which defeats the purpose.

Keep a copy outside any app

Whatever tool you use this season, keep your spec sheet as a standalone document — a page in your coaching binder or a shared doc with your staff. Systems and tools change. Your training philosophy shouldn't have to be rebuilt from memory every time you switch software, and a new assistant coach should be able to read one page and run a practice the way you'd run it.

SwimIQ lets you set your own zone definitions and pace basis — CSS, best-time percentage, or your own thresholds — so a set gets analyzed against your system instead of a generic model, and you can see the pace math behind every zone call it makes.

Write your next practice in seconds

Speak, photograph, or type a workout. SwimIQ structures it, checks it against the training literature, and gives you a clean PDF to share.

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