Overview Sunday, 3 May 2026
AI Copilot Active
34
Total Patients
+2 this week
7
Needs Attention
5 pending approvals
78%
Avg. Adherence
+4% vs last week
3
Critical Alerts
Immediate review needed
Critical Alerts
3 urgent
Elena Marchetti — Glucose spike
Fasting glucose 8.9 mmol/L · Restricted food logged
09:14
Tomáš Novák — Unapproved plan active
Plan sent without clinical review
08:51
Amara Diallo — Adherence <50%
3 consecutive days below threshold
Yesterday
Stefan Weber — Meal conflict detected
Lactose in plan · allergy flag active
Yesterday
Yuki Tanaka — Weight update available
New measurement: −1.2 kg this week
2h ago
Pending Approvals
Yuki Tanaka — Week 12 Plan
AI Generated · 1,850 kcal · Low-carb
Amara Diallo — Week 8 Plan
AI Generated · 2,100 kcal · Mediterranean
Stefan Weber — Modified Plan
Lactose-free adjustment · 1,920 kcal
Adherence Trends — This Week
↑ Improving
AI Insights
Pattern detected
Adherence drops by 23% on weekends across 8 patients. Consider lighter weekend meal plans.
Recommendation
Elena Marchetti's glucose trend suggests carb threshold reduction from 130g to 90g.
Action suggested
4 patients haven't logged meals in 48h. Automated check-in message recommended.
Today's Summary
Appointments6 today
Plans approved3 / 5
Messages replied8 / 11
Patient Risk Overview
On track21
Needs attention9
Critical4
Today's Appointments 6
08:30
Elena Marchetti
Type 2 Diabetes · Follow-up · ⚠ Glucose alert
Critical Plan pending
09:15
Yuki Tanaka
Obesity management · Check-in · Week 12
Approval pending Adherence 91%
10:00
Amara Diallo
Post-bariatric · Review · Low adherence concern
Adherence 48% Plan pending
11:30
Stefan Weber
Celiac disease · Routine · Allergy review
Plan approved Meal conflict
14:00
Tomáš Novák
Metabolic syndrome · New intake
New patient
15:45
Nina Pasternak
Hypertension · Monthly review
On track Adherence 88%
Calendar
May 2026
Mo
Tu
We
Th
Fr
Sa
Su
28
29
30
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
Mon 5 May · 4 appointments
09:00 Yuki Tanaka
11:00 Stefan Weber
14:30 Nina Pasternak
16:00 New intake
EM
Elena Marchetti
Female · 47 · Patient #1042 · Enrolled Jan 2026
⚠ Critical Alert Type 2 Diabetes Hypertension Low-carb protocol
Clinical Report
Body Weight
74.2 kg
↓ −1.2 kg
BMI
27.4
↓ −0.4
Total Cholesterol
5.1 mmol/L
↑ +0.2
Fasting Glucose
8.9 mmol/L
↑ +1.4 ⚠
HbA1c
7.2 %
→ No change · Target <7.0%
Last bloodwork: 28 Apr 2026 · View full report →
Adherence — This Week
62%
Mo
Tu
We
Th
Fr
Sa
Su
AI Weekend adherence drops to 23%. Recommend simplified weekend meal options.
Meal Plan — Week 10
Pending approval AI
Breakfast · 07:30
Greek yogurt with flaxseeds & berries 310 kcal Followed
Green tea (unsweetened) 0 kcal Followed
Lunch · 12:30
Grilled salmon with steamed broccoli 480 kcal Modified
Olive oil & lemon dressing 90 kcal Followed
Snack · 15:30
Handful almonds (30g) 180 kcal Skipped
Dinner · 19:00
Chicken breast with roasted vegetables 520 kcal Skipped
Whole grain rice (small portion) 140 kcal Skipped
Total kcal
1,720
Protein
98g
Net carbs
87g
Messages
Today, 09:14
Doctor, my blood sugar was high this morning again. I had bread for dinner last night, is that okay?
AI suggestion · pending review
Elena, bread (especially white bread) can spike blood glucose significantly. I'd recommend avoiding it for now. Would you like me to suggest some low-carb alternatives?
Meal Plan Approval Queue 5 pending
Yuki Tanaka — Week 12 Plan
Low-carb · 1,850 kcal · 5 days · Generated 3h ago
AI Generated · High confidence (94%)
Amara Diallo — Week 8 Plan
Mediterranean · 2,100 kcal · 7 days · Generated 1h ago
AI Generated · High confidence (89%)
Stefan Weber — Lactose-free Plan
AI-adjusted after allergy flag · 1,920 kcal · 7 days
AI Modified · Allergy-safe verified
Elena Marchetti — Glucose-restricted Plan
Diabetic protocol · 1,680 kcal · Net carbs 90g max
AI Generated · Review recommended
Tomáš Novák — Initial Plan
Metabolic protocol · 2,200 kcal · New patient
AI Generated · Low confidence (71%) · Manual review advised
Nina Pasternak — Week 9 Plan
DASH protocol · 1,980 kcal · Approved by Dr. Kovalenko
✓ Approved
Amara Diallo — Week 7 Plan
Rejected: Insufficient protein for post-bariatric · AI re-generating
Rejected
AI Plan Summary
All pending plans reviewed
5 plans have been generated based on patient clinical data, allergies, and metabolic targets. 1 requires manual attention (low confidence).
Safety check passed
No critical contraindications found in 4/5 plans. Stefan Weber's plan updated to remove lactose products.
Approval Stats
Avg review time4.2 min
AI approval rate73%
Plans modified18%
Plans rejected9%
Inbox
4 unread
AI drafts ready
Elena Marchetti09:14
My blood sugar was high this morning again...
Yuki Tanaka08:30
I lost another 0.8kg! Should I update my...
Amara DialloYesterday
I've been struggling to eat the evening meal...
Stefan WeberYesterday
There was dairy in the lunch yesterday, I felt...
Nina Pasternak2 days ago
Everything is going well. The new plan is...
EM
Elena Marchetti
Type 2 Diabetes · Glucose alert active
⚠ Critical
Today, 09:14
Doctor, my blood sugar was high this morning again (9.1). I had some bread with dinner last night, could that be the reason?
AI draft · Not yet sent · Awaiting approval
Elena, yes — bread, especially white bread, causes rapid glucose spikes. Based on your current readings, I'd recommend avoiding bread entirely for now. Your meal plan already restricts it to under 30g of net carbs per meal. Would you like some alternative evening meal ideas?
Context — Elena's current data
Glucose: 8.9 mmol/L ↑ Adherence: 62% Current plan: Low-carb, pending
Elena Marchetti — Quick View
Last glucose8.9 mmol/L ↑
Weight trend−1.2 kg ↓
Adherence this week62%
Active planLow-carb · Week 10
Plan statusPending approval
Next appointment08:30 Today
AI Message Suggestions
Tone: Empathetic + Clinical
Patient shows anxiety about glucose levels. Recommend reassuring tone while reinforcing dietary boundaries.
78%
Overall adherence
↑ +4% vs last week
21
Patients ≥80%
↑ +3 this week
7
Patients <60%
↑ +1 vs last week
18:30
Avg. last meal time
Within target window
Weekly Adherence — All Patients
Patient Adherence Breakdown
YT
Yuki Tanaka
91% Excellent
NP
Nina Pasternak
88% Good
SW
Stefan Weber
76% Average
EM
Elena Marchetti
62% Low
AD
Amara Diallo
48% Critical
Pattern Detection
Weekend drop
8 patients show 20–35% lower adherence Saturday–Sunday. Pattern consistent 3 weeks.
Dinner skip rate
Dinner is skipped 2.4× more than breakfast. Consider simpler evening options for low-adherence patients.
Snack compliance
Afternoon snacks have 58% adherence — lowest of all meal types. Portion size may be too large.
Meal Type Adherence
Breakfast84%
Lunch79%
Snack58%
Dinner71%
Critical Alerts 3
Elena Marchetti — Glucose spike
Fasting glucose 8.9 mmol/L (target <7.0) · Restricted food logged: white bread
09:14
Tomáš Novák — Unapproved plan
AI-generated plan was delivered to patient app before clinical approval
08:51
Stefan Weber — Allergen conflict
Lactose detected in Tuesday lunch · Patient has celiac/dairy intolerance flag
Yesterday
Warnings 4
Amara Diallo — Low adherence streak
Below 50% for 3 consecutive days
2 days
4 patients haven't logged meals in 48h
Yuki, Amara, Stefan, Tomáš — check-in recommended
48h
3 plans expire this week
Plans for Elena, Stefan, Nina end Sunday
Sun
Yuki Tanaka — Weight goal milestone
Patient reached 75kg target — plan update recommended
Today
Safety Rules
Active safety checks applied to all AI-generated plans
Allergen conflict detectionActive
Low adherence auto-alert (<60%)Active
Pre-send approval requirementActive
AI content labeling enforcedActive
Drug-nutrient interaction checkPartial
AI Safety Summary
This week
2 plans flagged for safety review. 1 allergen conflict resolved automatically. 0 plans were sent without doctor approval (system enforced).
Audit Trail All actions logged
Time
Actor
Action
Type
09:18
Dr. Kovalenko
Approved message to Elena Marchetti · AI draft modified before send
Message
09:14
AI System
Generated reply draft for Elena Marchetti · Flagged for review
AI
09:02
Dr. Kovalenko
Approved meal plan Nina Pasternak — Week 9 · No modifications
Approval
08:55
Dr. Kovalenko
Modified plan Stefan Weber · Removed lactose items · Approved
Edit + Approve
08:51
System Alert
Unauthorized plan delivery detected · Tomáš Novák · Plan revocation initiated
Alert
08:30
AI System
Generated 3 meal plans: Yuki, Amara, Stefan · Placed in approval queue
AI
08:15
Dr. Kovalenko
Rejected plan Amara Diallo — Week 7 · Reason: insufficient protein
Rejection
Yesterday
Dr. Kovalenko
Updated clinical notes for Elena Marchetti · Glucose protocol revised
Edit
Yesterday
AI System
Allergen conflict detected in Stefan Weber plan · Auto-flagged for review
Safety
Action completed