Type of project

• MVP solutions (further developments in progress);
• Technical documentation;
• Digital marketing recommendations (SEO, SEA);
• Graphic charter of the bodywork;
• Body shop website;
• The solution for generating tailor-made quotes.

Context and issues

• Development of an application allowing a customer to automatically generate an estimate by taking a picture of a bodywork damage ;
• Redesign of the commercial site and the graphic identity for a better acquisition of prospects (SEO issues, adwords, customer journey).

Missions carried out

• Solution for creating quotes for a body shop based on photos of potential customers;
• Feasibility study for the use of Artificial Intelligence to solve the problem, monitoring solutions and state of the art;
• Feasibility study data science for Machine Learning algorithm, classification of images;
• Identification of the lack of available data to respond to the specificity of the business and especially the costs of repairs specific to the skills of employees and internal organization;
• Work on an intermediate solution to meet the expectations of improving internal organization while capitalizing on data recovery;
• Benchmarking of tools to label images, selection of the most suitable solution and development of optimizations to simplify the work of data labeling for the modeling stage in supervised learning;
• Preparation of Deep Learning algorithms based on images and models to be used, which will have to be refined on the final dataset, including a pre-processing phase. The modeling gives good results but must be adapted to the criticality levels of the client who will feed these dataset.