Polymode

Description

Polymode solves the problem of creating complex, dynamic forms without writing code. The platform combines a visual drag-and-drop builder with AI-powered form generation. Users can manually design forms using an intuitive interface, or they can describe what form they need in natural language and let LLMs generate the schema automatically. Forms are versioned, making it easy to track changes and roll back to previous versions. Once created, forms can be published to multiple channels including web, embedded chat, voice interactions, and video experiences. Validation rules, conditional logic, and prefill strategies are all built into the form engine, reducing the need for custom code in applications that consume these forms.

Key Features

• Drag-and-Drop Builder: Intuitive visual editor for creating forms without code; familiar interface for non-technical users.

• LLM Form Generation: Natural language input to generate form schemas; users describe what they need and AI creates the structure automatically; iterative refinement through conversation.

• Multi-Channel Publishing: Single form definition published to web, chat interfaces, voice-activated forms, and video overlays; consistent experience across all channels.

• Versioned Schemas: Forms are versioned like code; track changes over time; roll back to previous versions if needed; understand evolution of form requirements.

• Validation Engine: Comprehensive validation rules; conditional validation based on other field values; custom validation logic; real-time validation feedback.

• Conditional Logic & Workflows: Forms adapt based on user responses; skip sections conditionally; trigger workflows based on form submission; integrate with external systems via webhooks.

• Prefill & Auto-Complete: Forms populate with known user data automatically; auto-complete suggestions; reduce friction in the user experience.

• Analytics & Insights: Track form completion rates, drop-off points, field-level metrics; identify friction in user journeys; optimize forms based on data.

Technical Highlights

• Form Engine Architecture: Universal form engine that can render to multiple platforms; consistent behavior across web, chat, voice, and video; state management for complex multi-step forms.

• Schema-Driven Rendering: Forms defined as JSON schemas; renders dynamically based on schema; easy to update forms without deploying new code; enables multi-channel publishing.

• LLM Integration: OpenAI integration for form generation; prompt engineering for reliable schema generation; validation of generated schemas before publishing.

• Validation & Error Handling: Comprehensive validation at form design time and runtime; clear error messages; prevents invalid data from being submitted.

• Real-Time Collaboration: Multiple editors working on the same form simultaneously; conflict resolution for concurrent edits; audit trail of all changes.

• API-First Architecture: Forms accessible via REST API; webhooks for form submissions; integrations with external services; embed forms anywhere.

Tech Stack

Frontend Builder

• React with TypeScript for the visual form builder
• Drag-and-drop library for intuitive form design
• Real-time UI updates as schema changes
• Multi-channel preview capability

Backend Services

• Node.js and TypeScript
• Express for REST APIs
• GraphQL for flexible schema queries
• PostgreSQL for form definitions and submissions

AI & LLM Integration

• OpenAI API for form generation from natural language
• Prompt engineering for reliable schema creation
• Validation of AI-generated forms
• Chain-of-thought reasoning for complex requirements

Form Engine

• Universal form renderer for multiple channels
• Validation engine with comprehensive rule support
• Conditional logic interpreter
• State management for multi-step forms

Infrastructure

• AWS for hosting and storage
• S3 for form assets and generated content
• Lambda for serverless form processing
• CloudFront for fast form delivery