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AILLMFinTech

AI Car Loan Estimator

We built an AI-powered loan estimation tool where users simply upload a photo of their car to instantly receive financing options based on real-time market data and LLM analysis.

AI Car Loan Estimator

01 The Challenge

Getting a car loan estimate traditionally required filling in lengthy forms with the make, model, year, mileage, and condition — data that most users didn't have at hand. Conversion rates were poor and the experience felt cumbersome.

02 Our Solution

We built a photo-first loan estimator: users upload a single photo of their car. Computer vision identifies the make, model, and approximate year. LLM analysis assesses visible condition. The system cross-references real-time market pricing data to generate personalized financing options — all in under 10 seconds.

03 Tech Stack

PythonOpenAI VisionLangChainReactTypeScriptNode.jsPostgreSQLAzure

04 Results

Loan application completion rate increased by 3×. Time to estimate dropped from 8 minutes (form-based) to under 10 seconds. The feature became the highest-converting entry point in the product.

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