Pronti AI
Personalized outfit generation supported by machine learning
Client:
Pronti AI transforms how consumers shop by connecting their existing closet data to new purchasing decisions, powered by machine learning recommendations.
Industry:
E-commerce
Solution:
Object detection model on Google Cloud
Result:
Automated image detection, reliable processing pipelines, and accurate catalogue tracking.
Our Approach
01
Object detection model
Trained and deployed a bounding-box object detection model to identify clothing items in retailer catalogues with >95% accuracy.
02
Automated image processing
Implemented an Airflow pipeline with retries, error handling, logging, and alerts to ensure reliable, repeatable catalogue image processing.
03
State management database
Leveraged Google BigQuery to track the status of processed catalogue items and manage processing states at scale.
04
Scalable model serving
Deployed models on Cloud Run for scalable model serving.
Technologies
Hugging Face
Cloud Run
Google BigQuery
Airflow Composer
