The Challenge
A specialty insurance wholesaler processing 7,000 submissions annually faced critical operational bottlenecks: 50% of submissions were handwritten, requiring 10-15 staff members to manually extract data from ACORD forms, perform clearance searches in ALIS, and handle complex workflows. With 600 submissions per month and 7-14 hours of daily manual processing, the organization needed an intelligent solution that could automate data extraction while maintaining regulatory compliance and accuracy standards required in the insurance industry.
The Solution
We delivered DocRouter.AI, an intelligent document processing platform that automates insurance submission workflows while maintaining the human oversight required for regulatory compliance. The solution processes handwritten and typed ACORD forms using advanced OCR and LLM technology, automatically extracting structured data and integrating with ALIS systems—reducing manual processing time from hours to minutes while ensuring accuracy and compliance.
AI-powered insurance submission processing that automates ACORD form workflows with 75% efficiency gains
Key Capabilities That Drive Results
DocRouter.AI delivers measurable business value through features designed for insurance industry compliance and operational efficiency:
- Intelligent Document Processing: Handles handwritten and typed ACORD forms with advanced OCR and LLM technology—processing 600 submissions monthly with 50% handwritten content including complex layouts and crossed-out text
- Automated Data Extraction: Extracts key fields (insured name, address, DOB, occupation, agency info) from unstructured PDFs—reducing manual data entry time from hours to minutes per submission
- Smart Classification: Automatically categorizes submissions as personal vs. commercial lines and binding vs. brokerage—eliminating manual classification bottlenecks
- ALIS Integration: Seamless integration with existing ALIS systems via APIs—enabling automated clearance searches and submission creation without disrupting current workflows
- Human-in-the-Loop Validation: Confidence scoring system flags low-confidence extractions for human review—ensuring regulatory compliance while maintaining processing speed
- Compliance-First Design: Temporary data storage with automatic deletion post-processing—meeting data privacy requirements while maintaining audit trails
Platform Architecture Built for Insurance Scale
Our solution leverages enterprise-proven technologies to deliver consistent performance and compliance:
Intelligent Document Processing Pipeline
Automated Ingestion: Emails are automatically forwarded to DocRouter’s email listener or uploaded via Outlook extension/API, with attachments processed immediately—eliminating manual upload bottlenecks.
Advanced Extraction Engine: AWS Textract OCR handles handwriting, tables, and checkboxes while LLMs (GPT/Claude) extract structured data using custom schemas for applicant info, policy details, and property specifics—ensuring consistent data formatting.
Smart Classification: LLM technology automatically determines form type (personal auto/homeowner) and flags potential issues (N/A fields, low confidence)—reducing manual classification time while improving accuracy.
Enterprise Integration & Workflow
ALIS Integration: Extracted data automatically queries ALIS APIs for existing insureds, creating new profiles or updating submissions as needed—streamlining the clearance process while maintaining data integrity.
Human-in-the-Loop Validation: Color-coded UI (green=high confidence, yellow/red=needs attention) with source document linking enables efficient review and correction workflows—ensuring accuracy while maintaining processing speed.
Automated Workflows: Email-triggered automation with role-based access (producers review extractions, underwriters handle assignments) and planned OFAC API integration for compliance—reducing manual intervention while maintaining regulatory oversight.
Enterprise-Ready Technology Foundation
Built for Insurance Industry Requirements: Our architecture combines modern AI technologies with insurance-specific compliance and security:
- Schema-Driven Extraction: Custom schemas for ACORD forms (insured name, mailing address, zip, state, agency name/address, effective date, coverages, limits, deductibles) ensure consistent data structure
- Intelligent Confidence Scoring: LLMs act as judges to score extractions (>80% confidence = auto-proceed; lower = flag for review) enabling automated decision-making while maintaining human oversight
- Intuitive Review Interface: Split-screen interface (PDF on one side, editable form fields on the other) with lookup function highlighting source text for efficient validation workflows
- Seamless API Integration: CRUD operations for ALIS (search/create submissions) with JSON data transfer enabling real-time system integration
- Advanced Workflow Orchestration: Email-triggered automation with role-based access (producers review extractions, underwriters handle assignments) ensuring proper workflow management
- Enterprise Security: Data deletion APIs, VPC deployment options, and idempotency features prevent duplicates while maintaining data privacy
- Proven Scalability: Handles multi-attachment emails and processes large documents in chunks ensuring consistent performance at scale
Implementation Approach
The pilot is being implemented through a structured, phased approach ensuring successful deployment:
Phase 1 - Discovery & Analysis: Comprehensive analysis of wholesaler’s SOPs, sample PDFs, and ALIS screenshots with synthetic document generation for testing—ensuring solution alignment with business requirements.
Phase 2 - Platform Setup: Email forwarding configuration to DocRouter with API setup for direct uploads—enabling seamless document ingestion without disrupting existing workflows.
Phase 3 - AI Pipeline Development: LLM prompt development for key fields with OCR integration for handwriting processing—testing on personal lines (homeowners) before expanding to commercial lines.
Phase 4 - System Integration: ALIS API access via Dyad for clearance searches and submission creation using n8n for end-to-end workflow orchestration—ensuring seamless system integration.
Phase 5 - User Interface: Simplified review interface with color-coding and source linking—enabling efficient human validation workflows.
Phase 6 - Testing & Optimization: Edge case handling (multi-language documents) with planned OFAC automation and Agency Management System integration—ensuring production readiness.
Collaborative Development: Close feedback loops with the wholesaler focusing on user-friendly design (table-like UI over string displays) ensuring optimal user experience.
Transformational Business Results
Proven Efficiency Gains: Early testing demonstrates the platform’s ability to automate 75% of clearance work, reducing manual entry from hours to minutes per submission with projected savings of 7-14 staff hours daily.
Exceptional Accuracy Performance:
- 90%+ accuracy on typed forms with LLM+OCR processing
- 80% accuracy on handwritten forms with human review for remaining cases
- Reduced errors in clearance searches through automated validation
Proven Scalability: Successfully handled 600+ monthly submissions in simulations with accurate document classification (personal vs. commercial lines) demonstrating production readiness.
Compliance Assurance: Human oversight ensures no full automation without review, with planned OFAC integration to reduce manual compliance searches—maintaining regulatory standards while improving efficiency.
Future Growth Opportunities
Immediate Next Steps: Full integration with ALIS APIs and completion of OFAC automation will further streamline operations and reduce manual intervention.
Market Expansion Potential: The DocRouter.AI platform demonstrates how AI can streamline insurance workflows in regulated environments, with the solution being reusable across specialty insurance sectors and potential expansions to full Agency Management System (AMS) integration.
Strategic Value: This implementation positions the insurance wholesaler as a technology leader in automated submission processing, enabling them to handle increased volume while maintaining accuracy and compliance standards required in the insurance industry.
Competitive Advantage: The platform’s success demonstrates the transformative power of AI-driven insurance automation, providing a sustainable competitive advantage in the rapidly evolving insurance technology landscape.
For more details, contact Andrei Radulescu-Banu at andrei@analytiqhub.com. Platform demo available at app.docrouter.ai