Our projects

RAG Agent for Responding to Queries on Facebook Business page

Description: Designed and implemented a Retrieval-Augmented Generation (RAG) agent to manage and respond to user queries on a Facebook business page, focusing on customer inquiries about products and installment plans. The agent provides accurate and contextually relevant answers by leveraging a combination of retrieval-based and generative approaches.

Technologies Used: N8n, Python, PyTorch, Elasticsearch, Facebook Graph API.

Challenges: Integrating retrieval and generation models for seamless query handling and ensuring timely and contextually appropriate responses to diverse user queries.

Results: Enhanced user engagement and satisfaction by providing quick and accurate responses, leading to a 35% reduction in response time and a 20% increase in user interaction rates.

Bridgewater Joy Residence

Co-designed by the world-renowned architect James Smith, our Bridgewater Joy residences offer top views of the nearby lake Michigan. Perfect for a small family, a professional couple, or anyone looking to set up a home office.

Pleasantview Gem Inn

Not just pleasant on the outside, our Pleasantview Gem Inn properties are especially popular among families. With underground parking and floor-to-ceiling windows, there's no shortage of natural light or space.