SnapDandCGMinType2Diabetes
SnapD in T2DM
The Effectiveness of an AI-powered Thai Food Analysis (SnapD) and Continuous Glucose Monitoring on Glycemic Control in Patients With Type 2 Diabetes and Overweight or Obesity: A Randomized Controlled Pilot Study
1 other identifier
interventional
45
1 country
1
Brief Summary
Study Title: The Effectiveness of an AI-powered Thai food analysis (SnapD) and Continuous Glucose Monitoring on Glycemic Control in Patients with Type 2 Diabetes and Overweight or Obesity: A Randomized Controlled Pilot Study Rationale: Effective dietary management is the cornerstone of treating Type 2 Diabetes (T2DM) and obesity. However, traditional manual food logging is often inaccurate and burdensome. While digital tools and Continuous Glucose Monitoring (CGM) have shown promise internationally, there is a lack of validated AI-powered tools specifically designed for Thai cuisine. This study introduces SnapD, an AI-powered platform (utilizing Gemini 2.5 Flash) designed to recognize Thai food, estimate nutritional values, and integrate with CGM data to provide personalized feedback. The primary goal of this pilot study is to evaluate the efficacy of the SnapD application, both as a standalone tool and in combination with CGM, compared to Standard of Care in improving glycemic control (HbA1c) over 8 weeks. Additionally, the study aims to assess the feasibility, participant adherence, and safety of these digital interventions to inform a future, fully powered randomized controlled trial. Study Design: This is an 8-week, randomized, open-label, parallel-group, superiority pilot study with a 1:1:1 allocation ratio. A total of 45 participants will be enrolled and assigned to one of three arms:
- 1.Intervention Arm 1: SnapD application + Real-time CGM + Diabetes Self-Management Education and Support (DSMES)
- 2.Intervention Arm 2: SnapD application standalone + DSMES
- 3.Control Arm: DSMES alone Inclusion Criteria Highlights: Adults (18-65 years) diagnosed with T2D with BMI \> 23 kg/m² (overweight/obesity) with HbA1c between 6.5% and 9.0% with Must possess a compatible smartphone/tablet Procedures: Baseline (Visit 1): All participants receive 20-30 minutes of DSMES. Intervention groups receive training on SnapD. Arm 1 receives a 15-day CGM sensor.During Study: Intervention arms log meals via SnapD (at least twice daily). Nutritionists conduct bi-weekly follow-up calls to address technical issues and provide support.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for not_applicable
Started Jan 2026
Shorter than P25 for not_applicable
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
Study Start
First participant enrolled
January 20, 2026
CompletedFirst Submitted
Initial submission to the registry
February 26, 2026
CompletedFirst Posted
Study publicly available on registry
April 16, 2026
CompletedPrimary Completion
Last participant's last visit for primary outcome
July 1, 2026
ExpectedStudy Completion
Last participant's last visit for all outcomes
September 1, 2026
April 16, 2026
April 1, 2026
5 months
February 26, 2026
April 9, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
To evaluate the efficacy of two intervention arms on glycemic control
HbA1c level(%)
baseline, 8 weeks
Secondary Outcomes (8)
To assess changes in other glycemic parameter
baseline, 8 weeks
To assess changes in anthropometric measurements
baseline, 8 weeks
To evaluate changes in metabolic parameters
baseline, 8 weeks
To evaluate changes in diabetic self-management activities via questionnaire
Baseline, 8 weeks
• To evaluate user satisfaction scores for the SnapD application
8 weeks
- +3 more secondary outcomes
Study Arms (3)
SnapD + CGM
EXPERIMENTALUse of the AI-powered SnapD application to log meals (at least 2 times/day) combined with a 15-day real-time CGM session. Participants also receive one session of Diabetes Self-Management Education and Support (DSMES).
SnapD Application only
EXPERIMENTALUse of the SnapD application as a standalone digital food diary to log meals (at least 2 times/day) throughout the 8-week study. Participants receive one session of DSMES.
Standard Care (DSMES)
PLACEBO COMPARATORStandard of care including one session of DSMES (20-30 minutes) and self-directed behavioral changes.
Interventions
SnapD, developed by the Division of Endocrinology and Metabolism, Department of Medicine, Ramathibodi Hospital, is a Progressive Web App. It is built using React 18.3.1, TypeScript, and Vite for responsive performance on both mobile and desktop platforms. The application utilizes Supabase for database management, which operates on a PostgreSQL backend.
The Linx CGM system, manufactured by Connect Diagnostics, is a real-time device that measures glucose concentrations in the interstitial fluid. It is an all-in-one device, integrating the glucose sensor, applicator, and transmitter into a single unit. The device has a diameter not exceeding 22 mm and a weight not exceeding 2.2 g. The sensor has a maximum operational life (wear time) of 15 days. It demonstrates a Mean Absolute Relative Difference (MARD) not exceeding 8.67%, which meets the standard accuracy requirement of \<10%. This device was registered as a medical device by the Thai Food and Drug Administration (Thai FDA), Ministry of Public Health, in January 2025, for the indication of management of diabetes in adults age 18 and older (as shown in the attached document) .
Participants will receive 1 single session of DSMES, 20-30 minutes/session. This single session will be delivered at the baseline visit only. All personnel providing DSMES are Certified Dietitians (CD) and/or have passed the Certified Diabetes Educator (Thai CDE) examination
Eligibility Criteria
You may qualify if:
- Aged 18 to 65 years, male or female at birth
- Diagnosed with type 2 Diabetes Mellitus with overweight or obesity (BMI\>23 kg/m²)
- Hemoglobin A1c (HbA1c) 6.5-9% measured within 3 months prior to the screening date
- Willing to maintain their current antidiabetic medication regimen without dose adjustment for the entire 8-week study duration
- Must possess an internet-enabled devices e.g. smartphone, tablet compatible with the SnapD application
- Able and willing to adhere intervention, including using snapD and CGM
You may not qualify if:
- Currently pregnant, plan pregnancy or breastfeeding during the 8-week study period
- Current participation in another interventional clinical trial
- Current use of insulin or incretin-based therapies (e.g., GLP-1 Receptor Agonists, GIP/GLP-1 Receptor Agonists)
- Presence of severe hearing or visual impairment that, in the investigator's judgment, would preclude the participant from safely and effectively using the SnapD application or the CGM device
- known contraindication to CGM usage e.g., a history of severe hypersensitivity to the device's materials or adhesive, planing to go on CT-contrasted imaging etc.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Department of Medicine, Ramathibodi Hospital,
Bangkok, Bangkok, 10400, Thailand
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Supasuta Wongdama
Ramathibodi Hospital
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- NONE
- Masking Details
- This is an open-label study. Blinding of participants and investigators is not feasible due to the distinct procedural nature of the assigned interventions (e.g., the visible use of a wearable CGM device and a specific mobile application). However, to minimize bias in the assignment, allocation concealment is ensured by using sequentially numbered, opaque, sealed envelopes prepared by a non-investigator.
- Purpose
- TREATMENT
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Principal investigator
Study Record Dates
First Submitted
February 26, 2026
First Posted
April 16, 2026
Study Start
January 20, 2026
Primary Completion (Estimated)
July 1, 2026
Study Completion (Estimated)
September 1, 2026
Last Updated
April 16, 2026
Record last verified: 2026-04
Data Sharing
- IPD Sharing
- Will not share