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Illustrative scenario · Longevity clinics

Reviewing metabolic trajectories across a member cohort

A clinic offers a 12-week metabolic program combining CGM, nutrition coaching and training plans.

Challenge

The scenario's data and workflow challenges

  • Coaches saw CGM data member by member, with no way to compare responses.
  • The clinic could not show partners how the program performed across members.

Data sources

Data sources in the illustrative workflow

  • Continuous glucose monitors
  • Nutrition and training check-ins
  • Baseline and week-12 labs

Approach

The proposed collection and integration approach

1

CGM + check-ins

CGM data aligned with meal and training check-ins on one timeline.

2

Coach queue

Coaches saw which members needed attention this week.

3

Cohort report

At week 12, the clinic received an aggregated, consented cohort summary.

Workflow

  1. Baseline labs
  2. CGM fitted
  3. Daily data
  4. Coach review
  5. Week-12 labs
  6. Cohort report

Outputs

Illustrative outputs for each team

Member
Glucose patterns linked to their own routines
Coach
Weekly prioritized list
Clinic leader
Aggregated program summary

Outcomes

Results, once confirmed

We only publish measured outcomes that have been confirmed and approved.

  • Outcomes are reviewed with the program and published only after confirmation.
  • Completion tracked for review

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