How the Clinical Reasoning Engine Works

The Clinical Reasoning Engine is the first layer of intelligence that runs when you generate a protocol. It analyzes your case intake data to identify the likely physiological themes behind the patient's presentation.

What It Does

Rather than reacting to symptoms one by one, the engine looks for patterns — the same way an experienced functional practitioner thinks.

For example, a patient presenting with fatigue, brain fog, hair loss, and low ferritin may be interpreted as: Iron deficiency affecting oxygen delivery and energy production. The protocol is then structured around correcting that driver.

Physiological Themes It Recognizes

The engine is trained to identify patterns across areas including:

• Gut dysbiosis and digestive dysfunction

• Inflammation (acute and chronic)

• Blood sugar dysregulation

• Hormonal imbalance

• HPA axis and adrenal stress

• Mitochondrial dysfunction

• Nutrient deficiencies

• Thyroid and metabolic patterns

• Immune dysregulation

• Detoxification burden

• And more…

What It Uses

The engine analyzes symptoms, clinical notes, lab markers, age, sex, and primary complaint. The more complete the intake, the more accurate the reasoning output.

What It Does Not Do

The Clinical Reasoning Engine does not diagnose. It provides a structured clinical framework for protocol generation, which you review and adjust before finalizing.