CASE STUDY · WORKOUT REVIEW

Does this workout fit my week?

A Push workout was already planned in LiftTrack. I asked my AI coach to check it against my recent training and the rest of my plans.

LiftTrack · freddy · Google Calendar · Airtable

See the workout and concrete recommendations ↓

WHAT WAS CHECKED

The template meets the rest of the week.

The visible activity messages report lookups across four connected sources. The response then discusses the template, previous strength sessions, recovery and upcoming training together.

LiftTrack

The planned Push template and recent workout history: what was intended, and what had already been done.

freddy / Garmin

Recent activity and recovery context, made available through the connected health-data service.

Google Calendar

The surrounding training schedule, including the next running sessions.

Airtable

Subjective journal context that adds information beyond the workout template.

THE ACTUAL WORKOUT

Six exercises. One existing template.

The LiftTrack screen shows a planned Push session with six exercises. In the reply, the coach lists the following template. Loads are reproduced as displayed in the conversation.

Push template reported in the source reply
ExerciseSets × repsLoad
Dumbbell bench press3 × 1018 kg
Lateral raise3 × 124 kg
Incline dumbbell bench press3 × 1014 kg
Triceps extension3 × 108 kg
Shoulder press3 × 1010 kg
Decline push-up3 × 12Bodyweight
Workout review: a six-exercise LiftTrack Push template is checked against four connected sources. The recommendation retains the template, with 18 kg bench press for 3 sets of 10 to 12 controlled repetitions and 14 kg as the incline press starting point.
Editorial visualization of the documented exchange. This is a diagram, not an original app screenshot.

WHAT CHANGED IN PRACTICE

The useful detail is in the execution.

The answer compared the template with previous performance and the surrounding training schedule. These are specific recommendations from that reply, not a record of a completed session.

01 / BENCH PRESS

18 kg. Controlled sets.

The reply references previous bench sets of 18 and 12 repetitions at 18 kg. Its recommendation for the planned session: 3 × 10–12 clean repetitions at 18 kg, rather than repeating a high-repetition effort just because it is possible.

The template load stays. The intended effort becomes more specific.

02 / INCLINE PRESS

14 kg as the starting point.

The previous session is described as including 14 kg × 16 and 16 kg × 13. The recommendation starts with 14 kg, with 16 kg only if the first set is very easy, without aiming to force a new record.

Previous performance informs the recommendation without making every session a progression test.

03 / THE OTHER EXERCISES

Keep the accessories familiar.

The response retains 4 kg lateral raises and 8 kg triceps extensions. It describes controlled repetitions for the remaining exercises and technically clean push-ups instead of a maximum-repetition test.

The exercise selection is retained; execution cues refine the plan.

04 / THE SURROUNDING WEEK

A strength session within a running plan.

The reply considers a recently completed long run, a planned day without running, a subsequent easy run and a later quality session. It assesses the Push workout as part of that sequence.

The calendar contributes context that the exercise template alone cannot provide.

“Keep the workout” can still come with a specific answer about weight, repetitions and effort.

SELECTED SOURCE EXCERPTS

One ordinary question.

These are transcribed excerpts from the supplied screenshots, not recreated app screenshots. The original German wording is retained below; English translations are labelled.

01 · USER REQUEST

Für morgen plane ich ein Push Workout. Überprüfe das geplante Training (siehe Template) gegen meine sonstigen Pläne.

freddy · Google Calendar · LiftTrack · Airtable

English translation: “I am planning a Push workout for tomorrow. Check the planned training (see template) against my other plans.”

02 · OPENING OF THE RESPONSE

Ja — Push morgen passt grundsätzlich gut, aber mit einer klaren Einschränkung bei der Lastprogression.
English translation: “Yes — Push tomorrow is broadly a good fit, but with a clear constraint on load progression.”

03 · CONCLUSION EXCERPT

Push morgen: ja. Template: ja. Intensität: moderat. Keine Änderung am Workout nötig.
English translation: “Push tomorrow: yes. Template: yes. Intensity: moderate. No change to the workout needed.”

HOW THE ANSWER BECAME SPECIFIC

Keep the plan. Adjust how it is executed.

The response went beyond confirming that a workout existed. This is an editorial summary of its reasoning, with personal details omitted:

  1. Check the schedule. Consider how the planned strength session fits around recent and upcoming endurance training.
  2. Compare the template with actual history. Distinguish the intended session from a fresh attempt to increase loads or repetitions.
  3. Use recovery and journal context. Bring the additional sources into the recommendation instead of judging the template alone.
  4. Return a practical answer. Retain the exercise template and recommend controlled effort rather than forcing progression.

The useful output was a decision about effort within an existing workout.

EVIDENCE & PRIVACY

What this example establishes.

The screenshots document a scheduled workout, a user request, visible connector activity messages and the resulting recommendation. They do not independently verify every retrieved record or establish that the recommendation was optimal.

This is a workflow case study. No completed workout, training benefit or clinical outcome is demonstrated. The recommendations describe this individual exchange and are not a general training prescription.

Selected exercise details and conversation excerpts are published alongside an editorial diagram. Private health and journal information, exact dates and underlying records are omitted. Full screenshots are not included in this case study’s public assets.

The recommendation remained advice for the user to assess. This exchange does not demonstrate an automatic write to LiftTrack, Garmin or the calendar.