Built Adaptive Reflexive Question Components for an Underwriting Engine
I recently had the opportunity to develop two adaptive reflexive question components as part of an underwriting decision engine — designed to meet the complex needs outlined in the vendor demonstration guide.
These components were built with scalability in mind, ensuring they can be extended for broader use cases, though they are currently tailored to meet the client’s specific requirements.
The Requirement
Required a system where questions adapt in real time based on user responses, creating a smooth, intelligent underwriting experience.
Key objectives included:
- Dynamic Rendering: Displaying appropriate input types (dropdowns, radio buttons, date pickers, etc.) based on a Reels implementation.
- Reflexive Logic: Fetching and displaying dependent follow-up questions when users provide responses.
- Nested Questioning: Supporting a looped, progressive flow until all conditional questions are resolved.
What I Built
I developed and published two reusable components in Neutrinos Alpha:
-
Questionnaire:
- Displays one question at a time.
- Allows navigation using Next and Back buttons.
- Ideal for linear, step-by-step data collection flows.
-
Question Form:
- Renders base mandatory questions in separate panels.
- Provides a comprehensive view for answering multiple related questions in one go.
- Best suited for grouped or categorized data collection.
Both components are powered by:
- Real-Time Reflexive Logic: On each answer selection, they trigger Reels to fetch context-specific follow-up questions, ensuring true reflexive behavior.
- Dynamic UI Inputs: Automatically choose input controls (e.g., picklists, checkboxes, date inputs) based on question type defined in the master data.
- Event Handling: Integrated onAnswer and onSubmit triggers for seamless interaction and data submission.
Why This Matters
These components deliver an interactive, intelligent, and adaptive question flow, enabling underwriters and business users to work with flexible, rule-driven interfaces without the need for technical intervention.
They lay the groundwork for scalable, configurable, real-time decisioning for underwriting engines and similar decision systems.
Grateful to my team for their invaluable guidance and support in successfully delivering this POC.