AI-Powered Insurance Renewal and Workflow Automation
Automating labor-intensive insurance renewal workflows and documentation processes for a leading provider using generative AI and intelligent data extraction.
Client
A leading provider of business, property, personal, and auto insurance, primarily operating in Florida.
Problem Statement
The client’s manual insurance renewal and documentation process, involving the creation of over fifty matching form types for more than one hundred carriers, was non-scalable, error-prone, and labour-intensive. This lack of automation hindered efficiency and increased the risk of compliance issues due to complexities in managing disparate carrier requirements.
Industry
Quick Summary
- Developed an automated insurance platform leveraging generative AI (Azure OpenAI GPT-4) and data extraction technologies to automate critical renewal workflows.
- The solution automatically downloads, extracts data from, and compares policy and quote documents from 100+ carrier websites.
- Automated the generation of over 50 carrier-specific form types (DOCX, PDF) and integrated them with Salesforce and NowCerts APIs.
- Significantly reduced manual workload and operational costs by simplifying complex, time-consuming, and repetitive insurance tasks, thereby enhancing overall efficiency.
Client Profile
A leading provider of business, property, personal, and auto insurance based out of Florida. They offer outstanding customer service and expedited quoting services through an online insurance quote portal.
Challenges: Manual Workload and Documentation Complexity
- Manual Data Extraction: Labor-intensive manual efforts were required to extract relevant data from policy documents across various carrier websites.
- Complex Form Generation: Cumbersome generation of 50+ different form types that required precise matching to various carrier template specifications.
- Workflow Coordination: Difficulty in streamlining complex workflows spanning internal employees, offshore teams, and carrier communication.
- Accuracy and Compliance: Ensuring accuracy in data extraction and generating documents that perfectly match required carrier formats (e.g., editing Microsoft DOCX).
QBurst Solution: Generative AI for Automation
We developed a comprehensive insurance platform centered on generative AI capabilities to automate the policy renewal ecosystem. The solution integrates with over 100 carriers, drastically reducing the manual steps involved in documentation.
- Intelligent Data Extraction: The solution uses Python libraries (DOCX, PDF, OCR) and Azure OpenAI (GPT-4 models) to read quote files (PDF/images) from multiple carrier formats and accurately extract data.
- Automated Proposal Generation: Automatically generates proposal documents in DOCX and PDF formats that match carrier-specific templates using the extracted data.
- Workflow and Integration: Automated the workflows for downloading policy declaration documents, creating new policy documents, and updating key systems like Salesforce (for opportunity creation) and NowCerts APIs.
Technical Highlights
- AI-Powered Code Generation: Developed a tool to generate automation scripts (Playwright) for policy-related tasks on carrier websites based on simple user instructions.
- Automated Renewal & Payment Flow: AI-driven extraction to populate necessary fields in forms retrieved directly from carrier websites for new policy creation.
- Commercial Project Implementation: Architected Salesforce org to support complex commercial opportunities, mapping 30+ input fields to create opportunities.
- Multiprocessing Support: Platform utilizes Python (Flask, FastAPI) frameworks to support the simultaneous execution of multiple processes for high-speed data handling.
Impact
- Efficiency & Productivity: Enhanced efficiency as users can perform data entry, document development, and policy renewals faster.
- Reduced Operational Costs: AI-powered automation significantly simplified complex, time-consuming tasks, helping the client reduce manual workloads and associated operational costs by 70%.
- Seamless Communication: The system automates email notifications in carrier-specific templates for policy updates and renewals, ensuring professional client communication.
- Data Accuracy: Automated downloading, verifying, and updating records ensures higher data accuracy with minimal human error.
Client Profile
Challenges
QBurst Solution:
Technical Highlights
Impact
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