Obesity

Engagement with an Artificial Intelligence (AI)- and CGM-Integrated Digital Health Platform Is Associated with Clinically Significant Weight Loss

Diabetes Technol TherPublished Retrospective cohort study

Authors' conclusion

Greater engagement with the Signos System was associated with greater weight loss in adults with obesity and without diabetes. Weight loss outcomes were similar regardless of whether engagement occurred earlier or later during platform use. These findings suggest that engagement with AI-guided, CGM-informed behavioral interventions may support clinically meaningful weight reduction. Approved by the WCG Institutional Review Board (protocol no. 20212524) and conducted in accordance with the Declaration of Helsinki.

Study context

Population
Adults (≥18 years) with BMI ≥ 30 kg/m² without diabetes enrolled in the Signos System (AI- and continuous glucose monitoring (CGM)-integrated platform)longitudinal cohort
Participants
3,007 adults
Exposure
Engaged vs nonengaged periods
Outcome
Weight loss percentage per week (WLPW%) during engaged vs nonengaged periods
Methodological detailslongitudinal within-participant analysis, cross-sectional analysis, Approved by the WCG Institutional Review Board; conducted in accordance with the Declaration of Helsinki
  • Longitudinal within-participant analysis
  • Cross-sectional analysis
  • Approved by the WCG Institutional Review Board; conducted in accordance with the Declaration of Helsinki

Main finding

As reported in the abstract

Weight loss per week

P < 0.001

Observational data: associations, not effects.

Further findings

OutcomeHigher engagement (TMAPD ≥ 1.02)Lower engagementP value
TBWL by engagement level, 180-day cohort5.90% ± 0.25%4.38% ± 0.23%P < 0.001
Weight loss during engaged periods, early vs late engagers · did not differ significantly
P > 0.05

Total body weight loss (TBWL), 180-day cohort (n = 1,147)

Mean TBWL
5.14% ± 0.19%

Original publication

Engagement with an AI- and CGM-Integrated Digital Health Platform Is Associated with Clinically Significant Weight Loss. Diabetes Technol Ther. Published 12 June 2026. doi:10.1177/15209156261459741

Composed by AI from the published abstract and checked against it. How Briefs are made →

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