How hard you train

Rate of perceived exertion (RPE)

Updated 6 August 2026

Rate of perceived exertion, or RPE, is a 1 to 10 rating of how hard a set felt. A 10 is a set you could not have added a single rep to. An 8 is a set with about two reps left in the tank.

It is the same information as reps in reserve, counted from the other end. Reps in reserve is roughly ten minus your RPE.

The scale in practice

The top half of the scale is the part that matters for lifting, because that is where the useful work happens.

  • RPE 10 could not do another rep.
  • RPE 9 one rep left.
  • RPE 8 two reps left. This is where a lot of good training sits.
  • RPE 7 three reps left. Solid work, comfortably repeatable.
  • RPE 6 and below warm-up territory, or deliberately easy work.

Why a subjective number is useful

Percentages of your one rep max assume your maximum is a constant. It is not. It moves with sleep, stress, food, and how the rest of your week went, sometimes by ten percent or more.

RPE adjusts automatically because it describes today. Told to work at RPE 8, you naturally lift a little less on a rough day and a little more on a good one, which is exactly what a coach would tell you to do.

Where it is weakest

It relies on self assessment, and self assessment is unreliable until you have taken enough sets close to failure to know what close to failure actually feels like. New lifters routinely rate an RPE 6 as a 9.

It is also less reliable on high rep sets, where discomfort arrives long before genuine failure, and on lifts where fear rather than fatigue is the limiting factor.

In your plan

How Ionik Coach uses RPE

Ionik Coach never asks you for an RPE number. Post set feedback is plain language, and the app converts it internally.

The same translation runs outward. Anything the coach writes for your screen gets checked, so an "RPE 8" would be rewritten as "a hard effort" before you ever see it.

Common questions

What is the difference between RPE and RIR?

They measure the same thing from opposite directions. RPE counts up to a maximum effort, reps in reserve counts how many reps you left behind. Reps in reserve is about ten minus RPE.

What RPE should I train at?

Most productive lifting sits around RPE 7 to 9, which is one to three reps short of failure. Going to 10 regularly costs more in recovery than it returns.

Why does the app not ask me for an RPE?

Because most people do not think in numbered effort scales, and forcing them to slows logging down. Plain-language feedback gets the same signal with far less friction.

Browse all 22 terms