Here are 50 highly specific questions designed to test your RAG chatbot using the CDC diabetes documentation. They are categorized by topic to help you thoroughly evaluate its chunking accuracy, semantic search, and reasoning capabilities.
📋 General Diagnostics & Medical Target Checks
1.	What does the A1C test measure exactly?
2.	What target numbers define the "ABCs" of diabetes monitoring?
3.	How many times a year should a patient get their A1C checked?
4.	What blood pressure target range is generally recommended for patients?
5.	What are the numeric criteria used to diagnose prediabetes?
6.	How does fasting blood sugar compare to post-meal targets?
7.	What are the common symptoms of extremely low blood sugar?
8.	What specific transmission risks make Hepatitis B tracking vital for patients?
9.	When should a patient test their blood sugar levels at home?
10.	What specific physical symptoms require immediate medical emergency attention?
🥗 Diet, Nutrition & Lifestyle Rules
11.	What are three examples of lean proteins recommended in the meal guide?
12.	What role do non-starchy vegetables play in managing daily glucose?
13.	What happens if a patient takes insulin but delays eating their meal?
14.	What specific carbohydrate targets are suggested for a standard dinner?
15.	How does physical exercise directly affect insulin sensitivity?
16.	What general weekly physical activity target is set for adults?
17.	What practical strategies can help a patient manage food portions at a restaurant?
18.	Why are whole grains preferred over refined grains in these guides?
19.	What specific beverage adjustments are recommended to lower sugar intake?
20.	How does chronic stress affect overall blood glucose tracking?
🏥 Clinical Practice & Referral Frameworks
21.	What does the acronym M.A.P. stand for in the practice strategy?
22.	What is the main purpose of a community-clinical linkage framework?
23.	Who are the minimum mandatory members of a multidisciplinary care team?
24.	How do clinical referral strategies improve long-term patient adherence?
25.	What specific roles do community health workers play in the referral pipeline?
26.	How often should a clinical provider review a patient's self-management plan?
27.	What criteria should a practice use to refer a patient to a prevention program?
28.	What operational barriers do clinics face when linking with community programs?
29.	How should a team track patient outcomes across different healthcare settings?
30.	What specific protocols prevent medical errors during cross-clinic care handoffs?
💬 Communication & Language Guidelines
31.	Why does the guide advise avoiding the term "diabetic education"?
32.	What specific alternative phrase should replace the term "diabetic patient"?
33.	How does using empowering language directly affect clinical health outcomes?
34.	What word choices should a clinician use to discuss medication non-adherence?
35.	Why is the phrase "compliance" being phased out of patient communication?
36.	How can a provider culturally adapt language without losing medical precision?
37.	What are the communication guidelines for explaining complex numerical health risk data?
38.	How does stigma in healthcare language impact a patient's willingness to seek care?
39.	What specific terms should be used when addressing pediatric or youth populations?
40.	How should a care team structure a conversation around behavior changes?
⚙️ National Program Standards & Operations
41.	What are the three primary objectives of the National Diabetes Prevention Program?
42.	What specific attendance metrics must a lifestyle program maintain for recognition?
43.	What is the required length or duration of an approved lifestyle change program?
44.	What target percentage of weight loss is considered a success in the standards?
45.	How does the DPRP define an eligible participant for a lifestyle program?
46.	What mandatory data points must a site submit to the CDC for monitoring?
47.	How often must an organization submit its performance reports to keep recognition?
48.	What are the differences between preliminary and full program recognition?
49.	What physical training or certifications must a recognized lifestyle coach possess?
50.	How do the standards ensure data privacy and security for program participants?