Being an INC5000 honoree, McQueen Autocorp is a leading US-based used car selling company with a buyer network spread across the entire United States.
McQueen Autocorp offers a nationwide modern car selling service, facilitating sellers with an instant offer for their car(s) using price prediction algorithms and real-time bids from an extensive network of licensed buyers. With 600,000 vehicles sold annually, McQueen Autocorp has seen a 300% increase in reve-nue over the course of 3 years.
Disclaimer - The name McQueen Autocorp is a placeholder as there is an NDA signed between both parties.
The Maruti Techlabs team studied the client’s process and ideated a solution to improve the expensive, time-consuming, and error-prone process.
Our AI team worked towards building a custom Computer Vision model to design a binary image classification model. The model worked in two steps:
Step 1 - Detect car images and flag the rest
Step 2 - Verify car models against the details provided
The Computer Vision model automated two steps of the verification process. We used ~1500 images for training the model. With training datasets, the model could classify pictures with an accuracy of 85% at the time of deploying in production.
Human assistance is required for those instances where the model has a confidence score of less than 80%. For this, we integrated the CV model with Slack, where the team is notified of images falling under the confidence threshold. The team then reviews and classifies the images accordingly.
This human intervention in specific instances is treated as a feedback loop, where the model records the feedback and uses it to learn and improve its performance over time.
With supervised learning and model upgrades, the model's accuracy has now increased to 90% in the course of 6 months.
We follow Agile, Lean, & DevOps best practices to create a superior prototype that brings your users’ ideas to fruition through collaboration & rapid execution. Our top priority is quick reaction time & accessibility.
We really want to be your extended team, so apart from the regular meetings, you can be sure that each of our team members is one phone call, email, or message away.