IntelliClaim.ai

Inspiration During the LA wildfires, fraudulent insurance adjusters took advantage of vulnerable homeowners, leading to unfair claims processing and financial losses. This inspired us to develop IntelliClaim.ai, an AI-driven solution to replace these fraudulent adjusters with a fair, transparent, and efficient claims assessment system.

What It Does IntelliClaim.ai leverages artificial intelligence to analyze insurance claims, detect inconsistencies, and provide accurate assessments. By automating the claims adjustment process, the system enhances reliability, reduces fraud, and speeds up claim approvals, ensuring policyholders receive fair settlements.

How We Built It Data Collection & Preprocessing: We sourced and cleaned relevant datasets, including historical claims data and fraud indicators.

Machine Learning Models: We trained fraud detection models using supervised and unsupervised learning techniques to identify suspicious claims.

AI-Driven Decision Making: The system evaluates claims based on structured rules and anomaly detection algorithms.

User Interface & API Integration: We built an intuitive front-end for insurers and claimants to interact with the AI-driven adjuster seamlessly.

Challenges We Ran Into Dataset Availability: Finding relevant and high-quality datasets for fraudulent claims was challenging. Data Loading Issues: Large datasets posed performance issues, requiring optimization techniques for efficient processing.

Model Accuracy: Ensuring the model could distinguish genuine claims from fraudulent ones without excessive false positives was a key challenge.

Accomplishments That We're Proud Of Successfully identified and obtained datasets relevant to fraud detection in insurance claims. Built an AI model capable of detecting fraudulent claims with high accuracy. Developed a scalable framework for integrating AI into the claims adjustment process.

What We Learned The importance of high-quality datasets in training robust AI models. Techniques to optimize large dataset processing for real-time fraud detection. How AI can be leveraged to improve trust and efficiency in the insurance industry.

What's Next for IntelliClaim.ai Google API Integration: We plan to integrate Google AI services to enhance document verification and identity authentication. Expansion to Other Insurance Sectors: Extending the AI solution to detect fraud in health, auto, and property insurance claims. Enhanced Explainability: Implementing AI explainability techniques to provide insights into claim approval/rejection decisions.

Built With

• deeplearning
• ml
• python
• streamlit
• yolo