Demonstration case - example

Example of AI analysis of medical lab results and documents

See how Wizey works through an uploaded package: lab results, complaints, context, and a text-based study report. This is an example of how the service builds a medical picture, rather than just flagging values that fall outside the reference range.

Lab results Complaints Context Text-based ultrasound report Questions for your doctor

Your first analysis is free. You can upload up to 15 files: PDFs, photos, or screenshots with medical data.

Uploaded package

Not a cropped snippet, but the whole context of the case

To keep the example honest, all of the key input data the demonstration report is based on is shown below.

Input data

Demonstration package compiled on (example, synthetic data).

Patient and complaints

Woman, 34 years old. Complaints: fatigue for the past 6-8 months, drowsiness after meals, especially after lunch, cravings for sweets in the evening, weight gain of +7 kg over the past year, occasional heaviness in the right upper abdomen after fatty meals.

Context

Height: 164 cm. Weight: 78 kg. Waist: 91 cm. Blood pressure: 132/86 mmHg. Sleep 6 hours, sedentary job, alcohol rarely, 1-2 times a month. Father: type 2 diabetes since age 52.

Complete blood count

MarkerValueStatus
Hemoglobin134 g/Lno flag
Red blood cells4.62 x10^12/Lno flag
MCV86 fLno flag
MCH29 pgno flag
White blood cells6.8 x10^9/Lno flag
Platelets286 x10^9/Lno flag
ESR18 mm/hno flag

Iron and vitamins

MarkerValueStatus
Ferritin42 ng/mLlow end of normal
Serum iron13.8 µmol/Lno flag
Vitamin B12460 pg/mLno flag
Vitamin D 25(OH)19 ng/mLdeficiency, below 20

Carbohydrate metabolism

MarkerValueReference
Fasting glucose5.8 mmol/L3.9-5.5
Fasting insulin18.6 µIU/mLoptimally up to 10-12
HbA1c5.7%up to 5.6%

Lipid panel

MarkerValueReference
Total cholesterol6.1 mmol/Lpreferably up to 5.0-5.2
Triglycerides2.15 mmol/Lup to 1.7
LDL3.9 mmol/Loptimally up to 3.0
HDL1.05 mmol/Lpreferably above 1.2

Biochemistry

MarkerValueStatus
ALT52 U/Lup to 35
AST34 U/Lupper limit (up to 32)
GGT61 U/Lup to 40
Total bilirubin12 µmol/Lno flag
Creatinine78 µmol/Lno flag
Uric acid365 µmol/Lno flag
hs-CRP4.2 mg/Labove 3 - area to watch

Thyroid

MarkerValueStatus
TSH2.4 mIU/Lno flag
Free T413.8 pmol/Lno flag
Anti-TPO11 U/mLno flag

Text-based study report

Abdominal ultrasound: Liver of normal shape, moderately enlarged. Parenchymal echogenicity increased, structure diffusely heterogeneous. No focal lesions detected. Intrahepatic bile ducts not dilated. Gallbladder free of stones. Pancreas without gross structural changes.

Ultrasound conclusion: Sonographic signs of fatty infiltration of the liver. No signs of gallstone disease detected.

Doctor's orders / recommendations

Consultation with a general practitioner or endocrinologist; monitor glucose, insulin, HbA1c; repeat ALT, AST, GGT in 2-3 months; discuss nutrition, physical activity, and weight management.

How to read the example

What Wizey actually does

The example reads from top to bottom: first the source documents, then the links between the data, the full report, and questions for your doctor.

1

Extracts medical data

Works with lab results, discharge summaries, prescriptions, visit notes, and text-based study reports.

2

Cross-references context

Takes into account reference ranges, sex, age, trends, relationships between markers, and clinical guidelines.

3

Prepares a report for discussion

Explains in plain language where the areas to watch are, what may be connected, and which questions to ask your doctor.

Full report text

Not a short screenshot, but a complete example

Below is not a summary, but the full text of the demonstration report: you can read it like a regular article and check it against the input data.

Personal report based on your lab results

Brief summary

Your lab results point to an emerging metabolic syndrome with signs of insulin resistance, fatty liver disease, and vitamin D deficiency. Given the family history of type 2 diabetes, excess weight (BMI 29, which corresponds to pre-obesity), and the characteristic complaints, the situation calls for attention and lifestyle adjustments, but with timely measures it is fully reversible.

Key abnormalities and what they mean

Reference ranges were not specified on the lab report - for convenience, typical reference points the analysis relies on are listed below. In real practice, the final interpretation is always checked against your laboratory's reference ranges.

Fasting insulin: 18.6 µIU/mL

Typical reference for women: 2.6-24.9 µIU/mL, optimally up to 10-12 µIU/mL.

In plain language: Your pancreas is producing an excess of insulin to "push" glucose into cells that have become less sensitive to it. It's as if you were knocking on a door louder and louder because you can't be heard.

What it means: Insulin resistance is the key link in metabolic syndrome. It explains your fatigue after meals (sharp blood-sugar swings), your evening cravings for sweets (the body trying to compensate for an energy deficit), and your weight gain (high insulin blocks the breakdown of fat).

HbA1c: 5.7%

Typical reference points: normal up to 5.6%, prediabetes 5.7-6.4%, diabetes ≥6.5%.

In plain language: This marker reflects your average blood-sugar level over the past 2-3 months. You are right at the border between normal and prediabetes.

What it means: Combined with high insulin and family history, this is a signal that carbohydrate metabolism is already disturbed, but diabetes is not yet present. Now is the ideal time for prevention.

Fasting glucose: 5.8 mmol/L

Typical normal: 3.9-5.5 mmol/L, impaired fasting glucose 5.6-6.9 mmol/L.

In plain language: Fasting sugar is slightly above normal, but does not yet reach the level of diabetes.

What it means: Confirms the picture of early disturbances in carbohydrate metabolism.

Triglycerides: 2.15 mmol/L

Typical normal: up to 1.7 mmol/L, borderline high 1.7-2.2 mmol/L.

In plain language: These are fats in the blood that rise with an excess of carbohydrates in the diet and with insulin resistance.

What it means: High triglycerides are a typical companion of metabolic syndrome; they increase cardiovascular risk and worsen fatty liver disease.

LDL: 3.9 mmol/L

Typical reference points: optimally up to 3.0 mmol/L, borderline high 3.0-4.1 mmol/L.

In plain language: "Bad" cholesterol is moderately elevated.

What it means: Combined with high triglycerides and somewhat low HDL (1.05 against a preferred >1.2 mmol/L for women), this forms an atherogenic lipid profile.

ALT: 52 U/L, GGT: 61 U/L

Typical normal ALT for women: up to 35 U/L, GGT: up to 40 U/L.

In plain language: Liver enzymes are elevated, which indicates inflammation or damage to liver cells.

What it means: The ultrasound confirmed fatty infiltration of the liver (non-alcoholic fatty liver disease, NAFLD). This is a direct consequence of insulin resistance and excess weight. Heaviness in the right upper abdomen after fatty meals is a typical symptom.

hs-CRP: 4.2 mg/L

Typical reference points: low risk <1 mg/L, moderate 1-3 mg/L, high >3 mg/L.

In plain language: This is a marker of systemic inflammation in the body.

What it means: Elevated CRP is associated with excess weight (fat tissue itself produces inflammatory substances), insulin resistance, and fatty liver disease. Chronic inflammation accelerates the development of atherosclerosis and diabetes.

Vitamin D 25(OH): 19 ng/mL

Typical reference points: deficiency <20 ng/mL, insufficiency 20-30 ng/mL, normal >30 ng/mL, optimally 40-60 ng/mL.

In plain language: You have a vitamin D deficiency, which is involved in immune function, bone metabolism, and insulin sensitivity.

What it means: Vitamin D deficiency worsens insulin resistance and may contribute to fatigue.

Ferritin: 42 ng/mL, serum iron: 13.8 µmol/L

Typical reference points for women: ferritin 15-150 ng/mL (optimally >50 ng/mL), iron 9-30 µmol/L.

In plain language: Iron stores are at the lower end of normal, but not critically so.

What it means: May partly explain the fatigue, but is not the main cause.

Thyroid markers (TSH, T4, anti-TPO) are normal

The thyroid is working normally, which rules out hypothyroidism as a cause of the fatigue and weight gain.

Action plan: what to discuss with your doctor

Which specialist to see:

  • Endocrinologist - to assess insulin resistance, diabetes risk, and to develop a strategy for correcting metabolic disturbances.
  • General practitioner or gastroenterologist - to manage fatty liver disease and monitor liver enzymes.

Possible further tests:

  • Oral glucose tolerance test (OGTT) with measurement of glucose and insulin - to accurately assess the degree of insulin resistance and hidden disturbances of carbohydrate metabolism (glucose 2 hours after the load may be elevated even with normal fasting values).
  • HOMA-IR index (calculated from fasting glucose and insulin) - for a quantitative assessment of insulin resistance. Yours is approximately 4.8 (normal up to 2.7), which confirms pronounced insulin resistance.
  • Extended lipid panel (apolipoproteins, Lp(a)) - to clarify cardiovascular risk, if the doctor finds it necessary.
  • Liver elastography (FibroScan) - to assess the degree of liver fibrosis in fatty liver disease (ultrasound shows fatty infiltration, but not the degree of fibrosis).
  • Repeat monitoring of ALT, AST, GGT in 2-3 months - to assess the trend against lifestyle changes (as the doctor has already recommended).

Lifestyle and nutrients

The good news: at your stage, metabolic syndrome is fully reversible with lifestyle changes. Research shows that losing just 5-10% of body weight (for you that's 4-8 kg) significantly improves insulin sensitivity, lowers liver enzymes, and reduces fatty infiltration of the liver.

Nutrition:

  • Reduce fast carbohydrates (sweets, white bread, pastries, sugary drinks) - they sharply raise glucose and insulin, intensifying insulin resistance.
  • Emphasize complex carbohydrates with a low glycemic index (whole grains, vegetables, legumes) - they raise sugar more slowly and provide lasting satiety.
  • Sufficient protein (lean meat, fish, eggs, cottage cheese) - helps control appetite and preserve muscle mass during weight loss.
  • Healthy fats (olive oil, nuts, oily fish) - improve the lipid profile. Limit saturated fats (fatty meat, butter, fast food).
  • Meal schedule: 3 main meals without long gaps (more than 4-5 hours), to avoid sharp glucose swings. If you crave sweets in the evening, you may be undereating during the day or eating too many carbohydrates and too little protein.

Physical activity:

  • Aerobic exercise (brisk walking, swimming, cycling) 150 minutes a week (for example, 30 minutes 5 times a week) - improves insulin sensitivity and helps with weight loss.
  • Strength training twice a week - builds muscle mass, which actively consumes glucose.
  • Even a little activity (a walk after lunch) lowers postprandial (after-meal) glucose and reduces drowsiness.

Vitamin D:

Your level of 19 ng/mL corresponds to a deficiency. Discuss with your doctor the option of taking vitamin D₃. Common recommendations for replenishing a deficiency include doses of 2000-4000 IU per day (or higher under a doctor's supervision) with follow-up monitoring of the level in 2-3 months. Vitamin D is fat-soluble, so it is best taken with food that contains fat.

Sleep:

You sleep 6 hours, which is not enough. Chronic lack of sleep intensifies insulin resistance, increases appetite (especially for carbohydrates), and promotes weight gain. Aim for 7-8 hours of quality sleep.

Urgency assessment

Moderate urgency. The situation does not call for emergency measures, but a visit to the doctor should not be put off. You are at a fork in the road: with timely lifestyle changes, the metabolic disturbances can be fully reversed and type 2 diabetes and cardiovascular disease can be prevented. Without changes, the risks will keep growing. I recommend seeing an endocrinologist within the next 2-4 weeks.

Additional information

  • Your body mass index (BMI) is 29 kg/m² (pre-obesity), waist circumference 91 cm (norm for women up to 80 cm) - these are key risk factors for metabolic syndrome.
  • Blood pressure 132/86 mmHg is above the optimal level (target values up to 120/80); this is the "high-normal" blood-pressure range. In metabolic syndrome it is important to monitor blood pressure, since the risk of hypertension is elevated.
  • A family history of type 2 diabetes in your father since age 52 is an additional risk factor that underlines the importance of prevention.

Important: This information is educational in nature and is not a diagnosis or a treatment plan. Always consult your treating physician before making any health decisions.

The safe role of the service

Wizey helps you understand the medical data you upload, see the connections, and prepare questions for your doctor. It does not make a diagnosis, does not prescribe treatment, and does not replace an in-person visit.

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FAQ

Questions about the example

Is this real data?

This is an anonymized demonstration case. Its purpose is to show the format of the input data, the logic that connects the markers, and the structure of the report, without disclosing any personal information.

Why is the input data shown in so much detail?

So that the report can be verified: every conclusion on the page should be traceable to something uploaded in the original package. This matters especially for a medical product.

Can I upload my own documents?

Yes. You can upload lab results, discharge summaries, prescriptions, visit notes, and text-based study reports. The service works with medical text, not with independent interpretation of images or raw signals.

Are there any upload limits?

You can upload up to 15 files in a single analysis: PDFs, photos, or screenshots. The fuller the context, the more useful the explanation of how the data connects.