Introducing the Plan System Prompt

Introducing the Plan System Prompt


Published Nov 11, 2025

bMarkus Rummel. At AI Endurance, your optimized training plan has always been built on data — not guesswork. We start by crunching the numbers: analyzing your recovery, availability, and long-term progression to create an efficient, evidence-based plan.

Now, we’re adding a new layer of personalization: the Plan System Prompt.

This new feature lets you directly tell our LLM-based AI agent how you want your training to evolve — in your own words. After the base plan is generated, you can add a prompt that adjusts your workouts according to your specific goals, preferences, or upcoming events.

The agent has full access to tools that can:

  • Move or skip workouts
  • Replace sessions with different types
  • Create new workouts with any structure you imagine

You can be as creative or as specific as you like. For example:

"Replace some Threshold workouts with Over-Under workouts"

"My race is a mixture of 3-5 min VO2Max efforts with prolonged Endurance and Tempo Efforts. The anticipated duration is 2-2.5 hours. Create a couple of race-simulation workouts in the weeks leading up to my event"

"I want you to half my taper volume"

"For the next month just 2 swim workouts per week, afterwards 3 per week"

"For the next 3 months my bike workouts are on the indoor trainer. Make those bike workouts more interesting and variable"

There are no limits to your imagination. Whatever you can describe, the AI can interpret and implement — intelligently, within your optimized plan.

Try it out today and experience a new level of control over your training.

Share on:

More Blog Posts


How to Improve FTP in 8 Weeks With AI Endurance: Success Story

How to Improve FTP in 8 Weeks With AI Endurance: Success Story

We recap the results of following AI Endurance’s cycling training plan that saw our FTP grow according to AI Endurance’s predictions, following the instructions on how to improve FTP.

Published May 10, 2020
How to use Suunto Guides with AI Endurance

How to use Suunto Guides with AI Endurance

We show you in a few simple steps how to connect Suunto Guides with your AI Endurance account. You can get live workout instructions that are optimized to you by our AI. You can also easily determine your training zones and thresholds via a simple ramp test that utilizes your heart rate variability (HRV) data.

Published Feb 17, 2022
Real-time readiness with alphaHRV and AI Endurance

Real-time readiness with alphaHRV and AI Endurance

by Stefano Andriolo, Markus Rummel and Iñigo Tolosa. We present a new real time feature of evaluating readiness to train based on in-activity heart rate variability (HRV) measurements during the warm up of your activity. You can use this feature in the newest version of the alphaHRV Garmin Connect IQ app at no additional cost.

Published Aug 28, 2024
Calculate cycling power without a power meter

Calculate cycling power without a power meter

Power meters are costly and we often can't afford one on every bike we own. AI Endurance calculates cycling power from activities without a power meter using heart rate, cadence and DFA alpha 1. The results are generally more accurate than speed based estimates such as Strava's estimated power. All you need is a heart rate monitor and ideally a cadence sensor on your bike and AI Endurance will estimate your power for every ride.

Published Oct 21, 2021