VU
Back to Projects Showcase
Clinical & Healthcare AIIn Active Build

Custom Template AI Engine

Dynamic Prompt Restructuring & Custom SOAP Categories — Dynamic prompt interpretation engine that interprets provider customization requests in natural language and injects specialized clinical categories into SOAP notes.

PythonOpenAI APIJSON RestructuringDynamic PromptingClinical Schema AdaptationFew-Shot LearningPrompt Chaining
Dynamic Template Engine
In Progress
Inject Category:15+ Categories ↓
Dynamic RestructuringZero Hardcoding
SOAP AdaptationHigh Clinical Fidelity
Measured Production Impact
15+
Custom Categories
Dropdown SOAP injection
Dynamic
Prompt Restructuring
Natural language intent
Zero
Hardcoded Paths
Flexible prompt engine
High
Clinical Fidelity
Medical validation

The Need for Doctor Customization

Standard clinical documentation engines force doctors into rigid SOAP note templates. Clinicians demand custom sections (e.g., customized wound measurements, specific risk assessments, custom surgical advisories) without waiting for engineering release cycles.

Dynamic Intent Parsing Engine

Designed an AI engine that parses provider template instructions (e.g., 'expand on wound prognosis', 'condense assessment to bullet points', 'inject specialized diabetic limb exam') and restructures prompt pipelines dynamically.

15+ Modular Clinical Categories

Empowered providers to select from 15+ custom categories via dropdown. Developing high-fidelity prompt modules that seamlessly synthesize specialized clinical data while maintaining strict medical safety.

Key Engineering & Operational Highlights

Dynamic Restructuring: Built logic to interpret and execute complex provider requests (reordering sections, adjusting note length, altering writing styles).
Custom SOAP Categories: Engineered a flexible system allowing providers to dynamically inject 15+ additional custom categories directly into their SOAP notes via dropdown selection.
Prompt Engineering: Designing and optimizing the underlying prompt architecture for all 15+ new clinical categories, ensuring high-fidelity medical outputs.